{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "is_executing": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import  calinski_harabasz_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "is_executing": true
   },
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "X, y = make_blobs(n_samples=1000, n_features=2, centers=[\n",
    "                  [-1, -1], [0, 0], [1, 1], [2, 2]], cluster_std=[0.4, 0.2, 0.2, 0.2], random_state=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "is_executing": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], marker=\"o\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "is_executing": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=4.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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R8p+lDZznoZRCu/9Cpz4Eng1H1B8PsXdA9PUoFczZOOFTrgnNUlNTAahZs/hc+i6XC5frcFSWlpZWLv0SQghRBrzbkSAkTHQGJX9kW+tuVMzN1mLXQ1cDR+UY0Wno9KdQOgtiby9dX0NUbrtmtNaMHj2arl270rp162LLTJw4kYSEhIKvJk2alFf3hBBChJuKo/jTd48UgWzgDIYNjHr4/1mpI9bm2PLKKsBuHZjnOAOd/iLWepLiA0Sd8SraTApjvwMrt10zI0aMYNasWSxZsoTGjRsXW6a4EZEmTZrIrhkhhKiCtGsROnlYRXejmrCDoxvkLvBTJsI68Vhng2shkIuynwrRl6KMmmgzCb2/M/4XtSpU3DhUzLWl6m0ou2bKZWrmzjvv5JtvvuHnn3/2GYQAOJ1OnE5neXRJCCFEWXN0y9tu+hf+076LwLxgaxSgjBtSbgWjASpuNCpq4FFVHCTwriQb2txPea4SKdNARGvNnXfeyddff83ChQtp3rx5WTYnhBCigmjPf+isaeDZBCrGOqo+sjcqcTI6ZRTkLkFyhPgTg3Umja81NXZwryKoxb/mHnTqfaAzUdFXHb5u1CLw78CLMuoE3etwKNOJuREjRvDJJ58wZcoU4uLi2Lt3L3v37iU7u/iDjoQQQlQ9OuNN9MG+Vmr23MXg+sFK3X5wAOhsjJrvoWp9CxHtKrqrlZeKz1sDcvSamryxidg7wLOWUBb/6rSnC51No2y1rFEqv+t2bBDZP+g2wqFMA5E33niD1NRUunfvToMGDQq+pk2bVpbNCiGEKCc6ZzY648W87/KnX/Ielt4d6ORhaK1BRR9xoqwowrCjan0OkQMoNFlha4Gq8QrKWZKUFzmQUziNhoobzZH5RI6mYm+3ApZyVOZTM0IIIaovnfEmvof7veDZiM7+CtKfBi0pGXwys8GzBaPGc2hznBW0qWiwNbNyf3gPEfrUlh3t3V1ovYeKaAU1P0GnPQSef454IRYVOwKibwzP+wmpl0IIIUQJaDMJPOsDlLJDxst5eTDkw6lPOgmdfD3UmISK7ANG4RT5ylYL7ewBrkUEv/DXizKK5u1SjtOh1rfg+Qs820DFgrMzSkWW/n2UgGzeFkIIUTLaHUwhMPcQ3MMz/7P7sfhoMgGNTn0QrXOKLaHi7rMyrAbMzZLPBpH9iq9LKVREG1TUhajIHhUWhMCx+dsWQggRDkZt68uvYD+9R0PN6ajE9yFmOJTrBtLKQoNOL7KuI5+yt0DVmg6OjsFVFzOs3Nd7lIQEIkIIIUpEKRsq+lrCEzRko3QGynk2ePeEob7KItSfjR3t2eK7NntLjJofoOosQCV+DHGP5u22ObItJyr2LlTsyBL0t/zJGhEhhBAlF3MT5C6H3GWlrEijU0aiY26GnG+pPutJQn0fJkrFBCylbI3A1gjl7IiOHgK5v4B3m5Xi3dkdZcSWrLsVoNxSvJdEKClihRBCVAytc9GZH0PGs1SfAKLiqNo/ouxNK7obpVLpUrwLIYSovpRygIqQEKTUFEReWOWDkFDJGhEhhBClpj0bkEdKGPjY5VKdyd8aIYQQpaeclP9Ol2q4syb1QbTOLXRJm0nonLno7Floz/YK6ljZkakZIYQQpaacPdFZn5ZjgzVBJ5Vfe+VCg06GnB8h6gK0zkGnPQnZXwKew6UcXVEJE1G2er6rqkJkREQIIUTpObqA/WSCT7ZVOirmWnB0Lrf2yo8d7fkXrU108gjI/pwjgxAAcn9BJw1BmykV0cGwk0BECCEqEa11lTynSykDlfgO2FvmXSnDx4uqAdHXompMgojWeRdtlGyqprI9Bk2UiobcpdZJxsWetuu1cq1kfVbenSsTle03IIQQxyTtWoSZdD16Xyv0vlaYh65C58yr6G6FRNnqomrNQNV4C6IuBaM+wQUHoQQQDqj1GcqIRxk1UDWnWQFQ1MUQEWTG0SPZmoKjZ+j3lRkTInuhs7/G/2iPic6aXl6dKlMSiAghRAXTGW+ik4dB7m9YKdG94F6JThmBmf5iRXcvJErZrLNL4seBuZ/g8ooEOQJkNEbV/g7D3uKI9gyU8xyMhIngOC30Dnu3Qu7C0O8rEwY4+6Hsx4F3HwHT45sHy6NTZU4WqwohRAXS7r/QGfnBxpEPnrwh+cw30Y6zUc4SfNqvSGYGxU8rlICqCXH3oaIGoVTh0ROtPeD6yRo9ci0tYQPBnocTbgpr1ENbfXD2QNV42nrJVg/cNv99C3jOT9UggYgQQlQgnfkp1sPI1wPHhs76pOoFIkYCEAVkl7IiBfYWGNGXFnlFe/eik4aC9z+sAf4wBT7lQlmLeyNOBxVjBR7erei0CRBxmpVPJOc7P/cbqOgryq23ZUkCESGEqEju1fj/RO7NK1O1KOVARw+CrKmUbsRBg3sF2rMTZW98+Ko20ck3W+erAFUrCAErEGmJirkFnXwTeLeQ/0jW2Z+Digb7aeBZR9H3ZgNbQ4i+qrw7XSZkjYgQQlQk5QhPmUpIxdwORh3CssXW3Ff4+9zF4PmHiptWOZoBEW1B1Q2yvAkRZ6KTrwdvfpIyDwVbdXU2eDaAsx8QccR9ChzdUDU/QxkJYet9RZIRESGEqEjOnuDZiO9P9DZw9irPHoWNstWBWtPRaRPBNZdSjVoctR5CuxZgPcI8xRYPoneE94A+ExUzDO1eC5mvBW5bxVrZaL07fJTRgAnKiaq79PBCZntrlL1JGPtd8WRERAghKpCKHgIqkuL/OVaAHVWFh+CVrT5G4iSoswTspxN6rg8DIk5H2ZsVvnxUGvSQ2duCiiM8j0EDItqhIzpA5ntBlI9EJb4Nrp8DtO8F11xrm3Jkb1Rkv2oXhIAEIkIIUaGUra6VB0PFYD2kj/hSkajEN6vFw8ew1UbV+ggiL+Twe8x7BKmaPu6yyqm4+4u+Yj+FEk3L2E9C1VmGUfszVM2PgejQ6yjEgMh+qMTJqNzFBLU4t8bLKEc70FkEHCXSrlL2r/KTqRkhhKhgytEe6iyE7K/RucsBbV2LurTarAMAUCoKVeN5tPcecC2yHrIRrdD2dqjsj9EZk0BnHL7B1ggV/wTK0aFoZVEXQ/pzgIuQplg8G0GnArWxAhkXIU/TOC9AOc8GZbNS2xt1IOcbdPrLQd2uVF4AFnES5C7Dd0Bl7Riq7iQQEUKISkAZcRBzHSrmuoruSplTtgYQPeTw9wAx10P0YHAtATMVbI3B0eHwQ/voOow4qPEiOuXOvCshjI54d4O9BTr9ubz7AgUhRl4ZDVGXo+IfQylrAanWbnTKCHDNJ+hpJ1tD6z1EXYHOfNdPQY2Kvia4OqswCUSEEEJUCkpFQuT5wZePPN9aDJvxDrh+BNzB3WjURHv3Qu6vgVqAyAvAqG+NTEX2LzpNlvkuuBbkfRNEQBPRBpU3yqHsx0HcA+j0pymaB0WB41wrVX41J4GIEEKIKktFnIZKnGQdFmimw8Fu1tbX4ktbZ8vYW4Hn7yBqt4GtOUbcXcW+qrUXnfURwU3rGECElfr+yB7F3Ai2ZujMt8H9Z17RBtbIWPR1KFX9H9PV/x0KIYSo9pRSKFs8OvbuvBGGIiUAjYq7H6UUOqj06F6UzU9eEHNf8Oe9RJyBin8IFVH0PBwV2RMV2RNtZgBuUDWKpLKvziQQEUIIUX1E32CFHBmT8kZG8haiqgRU/COoSCsni7LVQzu65E3P+Nq5EmGlWge0mQpZU9DZX4B5yFqg6uwXRIdsEHUpRsKEgCWVERtEfdWPBCJCCCGqDaUUxNwIUYOttRtmkrU41HkO6qgMtSruXvShIVhJ0YoGIyr2bpSRgPbuQycNAe+ew+W82yDrLQInVfOCURud/R1EtELZjw/PG61GJBARQghRrrT2WDtXlM1aD+FjZ0xpKCMGogb4LxPRGmp+gk4bl5cuPv+FBFTs3RB9tdXf1DHg3UvRYCXv1FzfLVhlMl8vWEWiIzqiEiYWOjfnWCeBiBBCVDPavRGd/Rm4/wYVhXL2gqiLK3zoX2s3OuNtyHofdJp10WgEscMg6soSrYvQOgdyVwK5VrIyW4OQ7leOM6DWt9bhcp7tYMSD46yC0RPt2Qq5S/314Ig/55+inJ+XpJhFrO7f0EmXQ61vUbZg1qlUfxKICCFEBdPaBPcaK9GWrUmJh++1Zws67VnI/YnD20EVOvdXyHwdan6EsrcMZ9eD75v2og9dXnS3irkLnfYYuP9FJTwaQn2mNdKQ+d4RSdAU2tnDyvNhqx90XUopiGhtfR3N/VdwlcTeB54t4P0XtAkeX/dpMA+hU+6Cmp8eU4tSfZEU70IIUYF09jfoAz3QSVegk4ehD/bFPHQF2h3M9tK8OsxUzORb0Af75AUhcHgaIe+TuZmMTroBXdozWkpIpz3qf8ts9qfo3D9Cqk9nvFw4EysaXIvQhwajzaSSd7aQIE8OzngZdBIq9l6IOCXwfe7fIevTUveuOpBARAghKojOmopOvRfMPYVfcK9BHxqCdq8veo/ORZsp1joL8qY7km4E1+IArXmt7aY5P4Sp98HTOgeyvwhcLmtqcPW510P2NB+vesHcHyBjaQgcZxFcMOKygqDka/OmigJnetUZr6J1kEnYqjEJRIQQogJoMxOdNtHHqybgRqc/e7i8ZxNm0nD0vjbo/Weh97fHTHsSnT0jbxogmBTnNnTuUrRnO2baeMx97TH3tsI80Aed+RG6rA5Ycy0g4OFuAO61QVWns7/Gf3Dghazphe/RGq1DPyRP2WpD5ECCe1zm1e/dRFDp3nUSuFeF3KfqRtaICCFERXD9gP+TWr2QuxTt3Yt2r4OUERR6mOssyPoIcFA0Pbi/ag+gD12Ud6pr/oNzKzr9SciZBTU/QKmoErwhf23uD67cUdtrfdd3xDZaX3SqNQ3lXo3OmAy5iwEv2n4CKvp6iLos6N06KuFRtLk7L+dI/oJUf0L4fejM4MpVYzIiIoQQZUhrNzpnATrrU3TOHHR++nHvXoL5LKhzN0DKHRT/YNNYp8cG+dDDBPdK0DkUfpjmrSNxr0ZnvBJkXSEwagVXzhnkOTNGLQI+vlQ0OmsmOumagiAEAM8mdNo4dOo91oLXICgVhUp8H5X4Njh7YwV//piAM6i6sUleERkREUKIMqKzv0enP24l1cqnYiB2FBiJBDWdkv1ZcOWC4jhqcefRTMiaio69G6WKPki19lrrIHIXg/aiItpAVP/AIyjO84BIIMdPIbuViCwIKmogOnuKnxI2cPaB9Icpmusjb0ttzixwdIPoQcG1qWzg7I5ydsc80Ae8W/zfYDQCfQB0uu8+Ojqg7E2Dar86kxERIYQoAzpnHjp1VOEgBEBnotMnWCnD/a5zMCDiDMhdHr5ORbQl4OdPnQHeHUUve7ajD/ZDp9wGWdMg+wt02oPo/V3RLv+n2CojGhV3v/924ydiGDEB3kCeiDPyRk+KW4dhAxVrffll5B1YVwLOHvj/3dkgqicq8R0OT50V7aOKH1+y9qsZCUSEECLMtNZWbgx/p7JmvgUxt/h4Me8BG3sPkBWmXilw+ztX5UgRhb7TOhuddN0RAYqHgrTmOhOdfDPa85//1mOuQcU/DsQXfsGoDTUmY0QPDKJfeXUpharxEkRdQZGAwH4SqtZneX31915N8GwMus1C7UdfldducYGQAmyoqCtRjjNRtT7PGxHKL2uHyAGoWl+i7M1L1H51I1MzQohjmta5kDMH7bLWEaiI0yDqEpRRwzoNNXsaOutzMA+AURsVfTlEDUYZcb7rzHzDKu+34Qywn4yKHYXOeINC0xZGPVTCBJSzIyYJQGqAd+GAmGGQ+SHga+pFYz0M/T2cFdgaga1J4cvZ34O528c9JuBFZ36ESnjMby9V9BCIGgSupaCTrekLR4cSpXhXyoFKeAIde7eV+VS7IOKUgtNttXISeNFohJ/X/LRtbwqJr6GT7wDcR7RhABGoxNcLUririFNQia+jzXQwU8CoaaWfFwWU1tpPyF6x0tLSSEhIIDU1lfj4+MA3CCFECLRnk5WDw9yL9Qk3Py23A+KfsLKRerdReGTDsLKf1pyCstUpWqfOQe87C//rISwqfjwq+kor4HEtsnZ6GLWx1lN4rMPasr+ErA8D1QRRl4P9VEgPJjup7we0in/cChiOYB66ykrA5bcLNTDq/RZE2+VDZ32FThvjp4S1jsRIfKnkbXgPQPbn6LzpM+XoBFGXS+p2Qnt+SyAihKhWtHaDawHavQGlIiHyvGLTmmszE32wd94ajqMXg+afFeLrgW0DR2dU4htFFnXq7G+sJGXBiH8GZSSAsqHtrSHj9bxEXUdnPw10wmuIjEZg7uLw+8vbkhozDBV7b6G041p70PvOKKZPR4vEqL8mfH0sJa1z0Ad6gXmQ4n+/ClVrurXgVoRdKM9vmZoRQlQbOncFOuXuvIePHY0JGc+jnd1RCS8WPvQt51s/0yf5n898Det7IXcJet9paEdXVOxwlKND3kvbCC5wsEPaA0eMteQHP8UJYxACkPA8Sh9E53wPZhrYm6OirkBFnFy0rGshgYMQoJIdb69UJNT8EJ10Q17mWoPD01M2VMJzEoRUEhKICCGqBe3+x3roFDy0j3h4u35GJw+3Dn3L+7Svc+bj/+EfpNxf0ElLIeE5VNRFoBIIbrvt0WXKa3DaCWhUZB9UZB+/JbU20dnfBldt5AWl71qYKfvxUGde3hqghaDdqIjWVjIzW5C5TUSZk10zQohqQWe+jfVwL24UwwT3cnCvOOJaDuF5+HsBjU4dizaTIbI3QaX3LrfA42guSL4G7Vrkt5Q209BJV4FrdnDVOnuHoW/hp5QDFXURRo0XMRJfQcXeKkFIJSOBiBCiytPahJzZ+B+JsKGzZx3+1t6KoE9WDYobfaAP+tAVYDQJXLxCmejk2zFzfZ/tolNGg3t1cNUZDSUxlygxCUSEENWAC2sbpT8adFrBd9bOkEA5NYIZ2TiyiRRrB46584j7FZXzn1o3JA1Gu4suMNXufyD3Z4LN6Kpih5VoC64QUDn/7xBCiBBFglEzQBkFtsOf2pX9OFTcQ3nf2QqXA3BeAI5OxbwejPwHeP524GDPgilvHnTKGIpsnnQtJOjHQ9TVEHVVuDsmjiESiAghqjylFERdif9/0kxU1GWF74u5DpX4Hjg6UhCA2Fqi4iegarxovRY7ipBHRqoMDd5N6Nyjc4TkEtTjIX4iRsKjhbb7ChEq2TUjhKgWVMxNaNdc8Gyh8JSCtTNGxd6Nshddu6GcXVHOrmjtAUzUEUfRa88myHiN8B06V0kl34SOvRVibrMOd7OfQuAtw5GoyL7l0TtRzcmIiBCiWlBGLKrmZxA1mEJHsNuaoOKfRsXe7v9+ZS8UhADojHfI3xVTveWgMyahk4ZaGUltDcGoh+9HhA2iB0mqchEWkllVCFHtaDPvBFnlBFvzEk8dmHtPB7LD27mqwn4SeLZijYwcOSJkgP0EK8W9n/N2xLFNMqsKIY5pyogF45RS1WF9Rgt8Xky15dlkJWdzdAHXj0COdRhf9JUQfb2MhoiwkUBECCGKoZRC25oVc+jdscJrbUe2N0bVWA14UUoeGSL8ZI2IEEL4oKKv4dgMQvKZkP0FSikJQkSZkUBECCF8iR4CtmIOgjuWmMkV3QNRzUkgIoQQPijlgOhLKrobFcuoU9E9ENWcBCJCCOGHUsfyjj0DFT24ojshqjkJRIQQwg8dcSLH5j+VNrA1guhrKrojopo7Fv/vEkKIgLTrZ8yDl8ChS6m8Z8WEidECiDziggJnd1TNqSgjoeCq1hoz813M/d0w97bC3HsaZtINmO5N5d5lUX3IMmghhDiKzv4OnXqPnxJW2vhqw1YXVftzcK8E7YaIVihbg0JFtDbRBweCd+MRVz2QuxQO9cdM+B9G1AXl229RLUggIoQQR9BmFjptHP4DDSdEXws6G7KnEvhclkrOiLOSwDnP8VlEpz50VBBS6FVIHY3pPBdDEp2JEEkgIoQQR3LNAZ0VoFAO5P4KnnVUi2mbiFOLXNKeTejcNeBeB7l/gXdVgEpMSH8REh4uky6K6ksCESFEtaXNTDD3g4pH2WoFd49nO9Y/jQFGOTx/lbp/lUbEaQV/1N5d6JT7wb0i9Hpyl4WxU+JYUaaLVX/++WcuvPBCGjZsiFKKGTNmlGVzQggBgPbuxUwZi97fEX2wD/pAZ8xD16Bzfwt4r3WQmzdguepE2VsAoM0k9KHB1loRIcpJmQYimZmZnH766bz66qtl2YwQQhTQ3r3oQ5dCzgwg9/AL7t/RSdehc370X0FkX6rVQtQg6MwpaK3RmR+CeZASB2KOTmHtlzg2lOnUTL9+/ejXr19ZNiGEEIXo9GfBTKLow9QEFDp1DDiXWVlTi6FsjdCRAyFnZll3tfLIegsiWkD255R8zYuCuNFBl9bai3WQXvG/B3HsqFRrRFwuFy6Xq+D7tLS0CuyNEKKq0WYK5MzG9yd6DToNcn5AO7tAzgLQmWBvAY7OKGUNEquEp9CuxaCTyqvrFUyhMyfnBXAlFP8MhhEXsJjOXYHOeBtyfwY02tYUFX0dRF8lB+sdoyrVb33ixImMHz++orshhKiqvLsJPK1gs6YgUu/HWpCalxPEaAg1nkM5OoD7b9ApZd3bSkSD519QdUAfCOE+O0ScCXHjMBynBG4l+yt06lisVQF501/eHej0J618JDVek2DkGFSpMquOHTuW1NTUgq8dO3ZUdJeEEFWJCiaHhRc8qzm8KybvgWjuRiddh+lajk57gmNtnQgAEScT3GPBBhHtMOr/jVHr0+CCEO9+KxcJmsLBora+XAshe1pJei2quEoVejqdTpxOZ0V3QwhRVdmagv1E69N9iQIJLyTfRKFFrseS3MVg1Au8YNXWGFXjpdDqzv6SQL8TnfkRKvrq0OoVVV6lGhERQojSUEqhYu/C9wNP5X35c4wGIQAYENE+L8OqKnxdxYH9DFT8eFStmShbvZBq1u71+A9ENHi3oLW7BP0WVVmZjohkZGSwadPhw5C2bNnCqlWrqFmzJk2bNi3LpoUQxygV2RviJ+RNr+Ri/TNnAl6wNQfvdqp8SvYyY4LrR1Td5aCTrayqRICjg5UCvjSUA+uzr781PLa8L3EsKdNA5Pfff6dHjx4F348ebW3tuv766/nggw/KsmkhxDFMRV8Bkf0g5zu0ZxvoDNAu8GxCgpBAXOjUezAS3wBbo7DVqiJ7onO+8VPCBs4eBTuXxLGjTAOR7t27o/UxuOBLCFHhlBGHjrwQUm63zoXBxjG5ALUkXD+h3f+gIk4MX53O8601PN5dFD8qolExN4evPVFlSOgphKi2dMooyM0/M8VLtTigrlzY0DlzwlqjUhGoxPfB1rigDesRpIAIVMLzKEfbsLYpqoZKtWtGCCHCRbs3Qu6iiu5GFWVYid7CTNmbQO3vwTUf7VoA2oWyt4LoS1FGzbC3J6oGCUSEENWT6yesT93H1gF24eEuOAgv3JSKgMg+qMg+ZVK/qHokEBFCVEtaZxN4q64oSoGKhMj+Fd0RcYyQNSJCiGpJ2U9CdsgEcnSglnfWTvxTKCOYLLVClJ6MiAghKoz2HgDXYiAH7CdDxJkoFaZRjMjekFYDdCqyW6YYkUPAsFsZT3W2dS2iHSr2DpSzc8X2TRxTJBARQpQ7rXOthGNHHztvawk1XkBFBD67JBClHFDjRXTyLRQ93yRc8pOlVbXdOArsjVDRQyDuAfAeACMGZSQWKanNZMj9A/BCRGtUGHOLCAGgdCVO9JGWlkZCQgKpqanEx8dXdHeEEGFiJt8Jrh8oOlJhAxWFqjUDZQ9P9mXtXovOeBNcPxL2gCHiTGskJ3ta+OsuFxFQ41WMyMOJJ7XOT3Gv0WkT84LF/LTryko6Fj8BZatd3p0VVUgoz29ZIyKEKFfavQZccyl+usQLOhud+XbY2lMRrTESX0XVWwMJL4WtXrCB/RRU/IPg7B7GesuTG1Juw3RtRGfPxDw4EL2vtfW1vwtkf8bhIASsU3IXoZOuRJvpFdVpUc1IICKEKFc6+xv8nyfiheyZaB3eEQalHKjIvuDsQXh203hR0VcCDojoACoqDHVWBA0p16NT7wPPhiMup+MzWPRuh6zPfNfo2Y7OfAcz/SV09oy8HUxCFE/WiAghypeZRODFoy5rAaUK784NpQyo8Qo6/cW8B2lJHpAGYKJiR4GtAfrQFeBZHdZ+ljudlP+HYG9AZ09Hxd5S+KrORaeOg5yZWMGegcYDaY9DwpOoyH5h7LSoLiQQEUKUL1sDAo5IqNgyG2FQyoGKH4OOvRPcfwFedNoz4P2HoNZ5RJxmnYniOBt96HLwbi6TflZ65oEil3TqQ5DzLVZAoyn4eepMdMpISExAObuUYydFVSBTM0KIcqWiLiXgUfBRV5T5KazKiEE5O6GcZ6Pix+RfLb5w9HBU3ZWouqswan1uZQXN+hi8/5VpHys1o/BiVe3ZmjcSUlwwpwGFzni5HDomqhoJRIQQ5UrZj4fooT5etYFRBxUzrDy7hHJ2QdV4DQq2r+b/0+iAmBGouLtRRizKiC64R2dN4djNT2Kgoi4vfClnDv7X/pjgXon27i/LjokqSKZmhBDlTsWNBaOOtTtGp+ZfBWd3VPyjKFut8u9TZE9wngOun8G7A4wEcPZEGUW3HmrtBXNfufexcrBZ02vRVxa6qnU6QS0C1ulA3TLpmaiaJBARQpQ7pRTEDoOY68G9GrQL7C1RtvoV3K8IiOwZRDkbWkUdzkh6LHF0QSU8hTISCl1WtmbogEnjIsCoV3Z9E1WSBCJCiAqjlAMcHSq6GyUTOTAv2dcxcLpv1BCU4yyIaOM70VzkBZA2AcjxUYkNIi9EGbFl1UtRRckaESGEKAEVcxMoJ9X/hF8DZT8eFTXAb7ZbZcSiEsbnf3fUqzYwaqHiRpZVJ0UVJoGIEEKUgLI3Q9X8GGwNK7orZcwE+wlBlVRRl6BqvAX2VkdctUPkAFStLyp86k1UTjI1I4QQJaQiToPaP0HuUrRrMWRNBXIpvIXVZuVFiXsA0h6soJ6WlGEtTHUEfxqviuyBiuyB9uwEnQG2hsUu+BUinwQiQghRCkoZ4OyGcnZDx1yPzngbsr8CXIATogahYm9F2RqiMdFpj3I44Vcptv+qGqBTwvAOfLEBNlTCcyXK6aLsjcPfJVEtyem7QggRZlp7QGeBikapwp/3tHcfZH+BzpkNnn9K2IId7KeWYWp5Bc7eqNgRqIiTy6gNUZ3J6btCCFFC2sxEu9ejPZtLfPCeUnaUEV8kCAFQtnqo2BFgK8WIQdw9ENEK/wnEFFDCxbTxT2EkviJBiCgXMjUjhBCANtOsw/Cyv8SaVsEKFmKGQ9RlVu6TsLJjBQmhDEo7IO5+jJjr0O6/0dm+T8AFbW2pzZkRQv0KVCwqakAI9whROjIiIoQIWdqhdNYv/5cta7djmiUbNahMtJmBTroKsqdREIQAeHeh0x5CZ7wS9jaVsyuhBSEKyC3Iw6EiWqFi78p7zTiqnILI/hA/HhwdCW5UxKpDJUxAKScA2rMFnTXd+vJsCaGvQgRP1ogIIYKWtDeZt+/7mIXTluH1WIm8YhKiadiiPk1bNaLrJR3pfGF7bHZ/UwaVj854FZ3xKv5O31W156HszcLXppmJPnAe6OQQ77Sh6iwo2Aqrc2ajMyaDZ23ey01Q0UMh+iorA6zOhcx30JkfHF7cqhKtDKdHnjhsb4OKG4lydkV7D6FT74fcxYWbdnS1Fq9WQAp+UbWE8vyWQEQIEZSUA6nccdZYDuw6hOkp+sBWSqG1ptmpTXjmh4ep1SCxmFoqJ3N/FzAP+ilhg5ibMOLuDWu72v03+tBVQFYIdxkQcztG3F2FrmozA/CCii80jaR1Ljr1AciZxeGRE2WVjboKoi5H2WqgbI3yymejDw4C71aKZo21ge04VO2vUCoqlLcqjjGyWFUIEXZTnvyKAzuLD0IA8j/T7Ny4i4f6P0Ul/oxTiNa5AYIQANM6CC/MVEQrqLPI2gETNBPc64qpLBrcf0HmG+iMt9DuvwHQaU9BzveH78WkIMDInoJy/1IQhFjXZoJ3M8Wnrvdar2XPDKG/QvgngYgQIiCP28Oc9+ZjegOvB/F6TDav2sqqBWvLoWfhEAE4ApQxQMWVSeuGLQFV60tU/FNgPymYO/JSyx+m3RvQB3ujk29EZ7yCzngJfehizIOD89a9+A4KdcZbVjCW/332l/hfU6LQ2V8F0U8hgiOBiBDHiMzUTGa8Opunr32ZZ294lflTFpPrcgd1b3pyJtkZvg4zK8pmt7H8uz9K2tVypZSCyAH43wrrRUVeUIZ9MFDRl2HU/hYcvfH/T7OJiuxe8J327kEnXQPeXQV9LRjN8Kwi4KF8OtU6Abmg+kP4X0SrgxhBEiJ4sn1XiGPAirmrePyy53Fl5aIMhVIw78NF1H7gEybOGcdxpzbxe390XCSGoTDNIKdbFOS6PGHoeflQsTejc77HegAfPepjg4gzQ0pzXrq+DEMn/ejjVRsYta1tuXl05kegMyk+4Ajy96WPCDKNRuDdje+FuwYY1f18HVGeZEREiGpmz5Z9bPjtXw7uOgTA9g27eGTgM7iyctFaY3pNvHnrPJL2pnD/+ePJSs/2W6czykmXgR0wbMH9k+F1ezmhbfPSvZFypOwtUTXfByN/N4idgn8eHWejEt8qgzwiPvriOB2V8PwRfVCH+2LURtX8AKUiD9+QM5OAox7+WwR7y8PfRV+Bv91DYKKiB5eiPSEKkxERIaqJNT//zTtjPmH9r/8WXGt7fhtia0SjTbPYxaOm1yR5fyo/ffIzFw7v47f+q8ddxvLvV4LWfkdGlFJExkbSfcjZJX8zFUA52lkLR10LwbMecIKzByoiuJNnw9qXqAFW/o/sL9DutaAiUM7uENmvIMdHATO9FC3ZwNENZWtw+FJkX+vwPvcfFA1IDIhoZ5URIkxk+64QVYAr24UrK5eYGtHYbEXXMqyYu4pxAyaitUYfESQYNiPgAlOl4Mzz2/DM3IcD9mP1wnU8dfUkkvYUn/vCZjdQSvH4zAfo0PfMgPWFSmtN8r4UPLkeajWsWeXylZQF88AFebtcfP1TbuR9aQqPnNjAqImq9UXhQIS8LbxpT+dlmc1fyOqAqEtR8WNk664IKJTnt4yICFGJ/f3LRj596itWzP4TbWriasZy4W29GfzAxUTHWQ8Dr9fL/255E23qIqMewexy0RpcWS6/ZfZu3U9GSibN2zRlyrY3+G32n/y3eiv//rmFf1duYf+2A0Q4Izjnsk5cfu9FtDj9uBK/Z18WTV/GlKe+4r812wCIrxXHhcN7c9WDg3BEBtr1Un2p6CvR6RP8lDAh4SVwLYKcb4Fca6tv1OWomGEoW92idaooVMJ4dNxocOftfoo4DWXIB0IRfjIiIkQltWzmCsZf9jxQOKAwbAbHndqEF39+nJj4aP6Yt5oxffw9iAIbcGsv7n7jliLXV8z5k/fHTeXflf8B1ohH10s7Mezpa6jXrE5BOa/Xi2EYZbaOYurTX/Pug1MKkqblU4ai9dkn8/QPD+NwRpRJ25Wd1i500rXgXkOxazuirsJIeCyvbP6pwDEoJaNJouxIZlUhqrjszBwGNxhGdmZOsSPuhs1g0N39ufX56/j2zR94+fbJpWrPZjeIiovCEenglE4ncNHtfUk9kMZTV79kPfyPmO6x2Q1iE2N5dflE6h93+NO0x+3hl29+Z/PqrTijnHS+qH3A3TjB2LVpD0NPusvnzINSitteuJ5BI/uXuq2qSptZ6IyXIHu6FWgAGHVQMTdD9NByW2grRD4JRISo4ma/+xMvDnvTb5mouEi+2P8ey2b8xpNXvhS2tvO36doddjxuT7EBgM1u0HVQR8ZNHQ3A6kXreHLI/0jel4otwoY2rd05Hfu3ZewndxGTEFPi/kx+4BO+ePFb39NMChq2qM+H/4T/YLqqRuts8GwB7GBvIaMeosJIinchqrita3dgj/D/EMlOz+GRi54hMzWUc0oCy98R48ktPggBK3vqkq+Wk3YonS1/bWNsvydJPZBmveb2FgQNv83+k3t6PMby71eye/PeEvVnx8Zd/te6aNizeW+VSSlflpSKsk7ljThRghBRZchiVSEqgfTkDOa8O5+F05eRlZYFSgW10HTlT2sqLJW612Oyf8dBPn/+Gyv4KGZLrzY1m1dtZdyAiQCc0aM1d71+M41PbMjaJRtYOG0pGSmZRMVFWSMxXk394+rQ6/ruBYfmRcVGBtz944h0yPSDEFWUBCJClIDWmh0bd5OelEG9ZrWp3ajkx6Jv37CLe3s8SsqBtIK1GIbNCCqLqTY1pg4csJQVDSyYurTQGhJ/1iz6mzs7P8hxrRqzbtk/2OxGQXI1sBafojXvPzyVG54YwpAxl9Dt0k7Mn7LEZ502u8G5V3Qp7VsRQlQQCUSECNGv3/3BO2M/Zdu6vNNYFbTvcwbDXxxK05Mb+b/5KF6vl3EDJpJ6ML3QwzyY0ZB8wUxJRDgj8Lg9QQcMwbqr09iQ6jRNk8yULNYt+wegUBACFNSlvSbvPjiFGnUT6HXduRzXugk7NuwqUl4ZCsNmcPm9F5XynQghKoqsEREiBPM/W8LDA59m+987D1/UsHLeGu7q/CDbN+zyfXMxfvv+T/b8ty+kwKMkLhjWkwbH1ws6RXuwPLmlSS0e2MePf44yFM/88DAtzrBSxtvstoL1MzEJ0Uz47sGw7M4RQlQMGRERIkiubJe1TVaDpmjisOyMHN6690Oe/O7BoOtcvXAdtggbXnfZPtAjYyJ5edmTfPjodOa89xPuKnIg3f7tB/lv9TZantmcV5dPZO2SDfz63R+4XW5OaHs8517R+ZhOZiZEdSCBiBBBWjpjhd8dKqbX5LfZf3JoT3LBQsuAgtzpEVczlvSkjODqLMbnL3zD3PcX0LF/W5798RFGdXukxHWVt5xM62RYpRSndTuF07qdUsE9EkKEk0zNCBGkvVv2Y7MH+F9Gw75tB4Kus3W3UwKOhkTHRZV6SsX0mKTsT2XeRwu5p/tjVJUNJobNoNEJDQIXFEJUWRKICBGkuJqxmN7AIxjxNWODrrPzhe2p06SW30AjKz27IEdHPqXydpgoaHRCg8ABUh7TqwvWoyijckcjht3g7IvPIrFejYruihCiDEkgIkSQug7q6DdgUIaixenNQvoEb7PbmPDtWGISojGOCAwCBQlaw1l9z+Sjf19l3NRReTcF3Swclba9sjHsBol1Exj+v6EV3RUhRBmTQESIICXWTeCy0QOKf1FZ22hvfOrqkBNrHd+mGe/+/RLXPTaYpqc0pk7jWjijAi/A3LJuO9vW72LaszOo2aCG71Pgi6FNTeOTGmLYjLDvpCktZ5SD/jefz2srnqFO45LnZxFCVA1y1owQITBNk/cf+ozPX/jWOnHWZmB6TGJrxDDyzVvCklhrz3/7uK7lHWHorX9tzz+N+94fwex35rPx900c3JXElr+2l/lWYl9O734qYz65i/haccfsSbpCVBehPL9l14wQITAMg5smXs2lowew9OvfSE/KoMHx9eg8sEPYHp57t+4PSz3+KEPRrtfp1G5Ui2sfvbzg+i1n3MuWNdvKvP3irF64jqS9KSTtSaHZqY1xyrZcIY4JEogIUQI16iTQ/5ZeZVJ3XAiLXUtCKYiMdtL3xvPY+Ptm/vxxDUn7UvC4vbhz3GXadiAj2j+Q10lo1elEHvvqXhLrBbkVWghRJcnUjBCVjNaaoSfdxe5NJTutNhDDphjywCWsWrCWv3/5x1rkWkn/FXBGO/ho82sk1Irj1+/+YMXsP3G7PZzYrgXnX9ONmISYiu6iEKIYoTy/JRARopLRWvPZxK94f9zUMqlfqaDzqFUKJ3VoQUZKFrv+3YPNbgM0plfjjHIwbtooOvZvV9FdFEIcRQIRISq5g7sOWQe/ac0pnU+kbpPagHUI3ovD3uSHDxZiGCqoE3j9qsSjHaFQNoU+KoeLUmDYbLy24mlanH5cxXRMCFEsWawqRCWVkZLJS7e9xc9f/Fooj0dMQjTXPz6YrLQsfvhwIUDpgxCoFkEIUCQIgfxRHc0XL37LAx/eWe59EkKEh4yICFFOcnNyGdn1YTat2uIzmVh5HIBXkSKcdjy5XsL5z05kjJNv0z8JW31CiNKTEREhKqH5ny3l35X/+S1TnYMQoExO/XW7KnanjxCidCpXSkUhqrE5780PLQ27D6Fmbq3y/LxdZSiatmpcfn0RQoSdjIgIUUZM0+TPn/5i5Y9/YXpNdv2zOyxrNpq1bsLBnYdwZbnKZIShMul5zTnMn7LY51SONjUXj+hXzr0SQoSTBCJClEDS3mRmvzOf9cv/wbAZdOhzBj2vOYfouCjAyo46bsBEtv2909pyqko/7aIMRYQzgq1/bQ/HW6jUjj+9Gbc8dy1pBzOIcNqZ8+58K51+fvp56+BhOg1oT58belRoX4UQpSOLVYUI0eKvlvPUVS/h9XjRpkYphUYTlxjLxDnjaHpKI4a1Hs3BXYfwesJ0bks12YYbDJvd4KSzTuDvZRsLXUusV4ODu5IAqN+8LpfcdQEDR/TNyy0ihKhMZLGqEGXkvzXbeHLIi3i9ZkFgkB/LZ6ZmMbbPBK55+DL2bTsQ3oaPkSAEAKVYv/yfQpe8HpNDu5PpOqgj97wznJiE6GNvrYwQ1VS5LFZ9/fXXad68OZGRkbRr147FixeXR7NChN1XL31n/aGYwMD0mmSkZPLNG3PlIVkKXrfXR94QzZKvlrPzn93y8xWiGinzQGTatGmMHDmShx56iD///JNu3brRr18/tm+v/vPcInget4efPl3MPT0e5erjhjPirDHMeHU22RnZFd21Qn759g+/0y1aa5L2JgfMkxEVF8nFd/bj1C4n0bBFPXmwBslmt/HDBwsruhtCiDAq86mZF198kZtuuombb74ZgJdeeom5c+fyxhtvMHHixLJuXhTD4/bw78otuF1ujju1CfG14iqkH+5cN0u++o2F05eyZtHfZCRnogyFNjX7dxzknz82M+OV2bywcDy1GlSOE1g97sC7VJxRDnKzc30GLIahaN66KSMm3QjA41e8wJ7/9oe1n9WV1+Pl0J7kEt27a9MekvelUqthIg2a1wtzz4QQJVWmgUhubi5//PEHY8aMKXS9d+/eLFu2rCybFsUwTZMvX/yOac/NJPVAGmB9wuw+pAvDXxxKQu3yWxB8cNch7j//cXZs3F3oekHG0bz/7N2yj4nXTOL5nx4rt775c2L7FqxZ9Pfh3RtHMWwGZ/Zsw4LPlviswzQ1Fw7vU/B9ZIzTOkvFcywtBCkZm90WclD61+L1vH3fR2z4bVPBtVPPPolbn7+eUzqeEO4uCiFCVKZTMwcPHsTr9VKvXuFPH/Xq1WPv3qJHnLtcLtLS0gp9ifB5feT7vH3/xwVBCFifMBdMXcrIruPISMksl35orRl34dPs3hz4mHuvx2T1gnVsXbejHHoW2CV3XuAzCAHrvV332BUMuru/deGoGRelFJ0GtKPHkLMLrnW9uCNmuHbXVHNej5feQ7sHXX7lj2u4r+djbPx9c6Hr63/5h9HnPsLapRvC3EMhRKjKZbHq0fPfWuti58QnTpxIQkJCwVeTJk3Ko3vHhC1/bWPmq3OKfc30mOzetJevJ31fLn1ZvXAdm1dtDXprq1KwZtHfZdyr4HS+qD0D7+gLWFMs+Qy7AQruem0YjU9owG0vXs+ot26lYYv6BWUS69fghglX8uiX9xbactqxf1uandoEm10SHQfSfXAXTurQMqiypmny0m1vYZq6yNk+pqkxPV4mDX87rOfeCCFCV6ZTM7Vr18ZmsxUZ/di/f3+RURKAsWPHMnr06ILv09LSJBgJk9nvzsdmN3w+/E1T893bP3Dto5eXaT+yM3NY8tXywsmpAtBYwUhloJRixKQbOa1bK75+eRYbftuEYTNo3/t0Lht9IfWa1eGnT61MoG17taHfzT05uCsJr8dLnca1is15YbPbeOaHh3nogifZvHpbQRmv1wuagnUzx7rTu5/KAx/dGfTC3rVLNvhde2Oamq1rd7Dpzy2c0Pb4cHVTCBGiMg1EHA4H7dq1Y968eVxyySUF1+fNm8fAgQOLlHc6nTidzrLs0jFr37YDAUcgkvakYJomhhH+T+bLv1/JtGdm8Nfi9aHfrKFN91PD3qeSUkpx7uWdOffyzgXX0pLSeeHmN1g2c8Xhrb0KOl/YgXvfHR5wQXCtBom8/sez/PnTX/z63R+4c9y0OOM4Gp1Qn6evfYXkfall+I4qP8NmULtRTewRwf+TtXdLcAuA927ZL4GIEBWozHfNjB49mmuvvZb27dvTuXNn3n77bbZv385tt91W1k2LI8TXivM7IgIQHR9VJkHIjFdn89pd72HYQq/bZjdoc+6pNDul8h5slpuTy/09x7Nl7Y7C+UU0LJ/1B/ee9xiv/PoUzij/QbZhGLTrdTrtep0OQEZKJnd1fpDUg+ll1/kqQpsae0TxGVQ9bg/LZq5gzaK/UUrR5txWdL6oPXE1Y4Oqu6J2jQkhLGUeiAwePJhDhw7x+OOPs2fPHlq3bs33339Ps2bNyrppcYTzrupqnf7qg81ucP4154S93b1b9/P6yPcBgp6KKaCgYYv6jP3krrD1Z9emPcx9fwH7tx8krmYsPa/uxkkdWpYqj8f8KUvYvHpbsa+ZXpMtf23np08Wc8Gw80Oq98v/fceuTXtD/7lVQ1prajWsWeT65tVbGTdgIgd3JWHLC1RmvDqb2o1rMf6re4lJiCYzNctnvYn1a9C668ll1m8hRGDlkuL99ttv5/bbby+PpoQPZ/RozRnntS5266lhM4iMieSyey4Me7vfT/6x4CyWYDmiHLQ4vRl9hvag5zXnEBld+uk6rTXvPTiFqc/MKBiZUUox45XZdLm4Aw9NGYkj0lGiuue8v8DvOg5lKOa8vyCkQERrzXdvzZMg5Aj//VU42Even8p9540nM80KNI48VDBpTzJj+z3F4Acu5r0Hp/is88Ynr5KzaoSoYHLWzDFCKcXjM+7nhZveYNEXv6DyrpmmpmHL+oybOqpMkjxt+Wt7UA9Tw27Q5MSGDBzRl743nUeEI6JU7e7dup/vJ//If2u2ERnjJMIZwY8f/wwUHZn55ZvfmTR8Mve9P6JEbSXtSfa7mFSbmkO7k0Kq053rIWV/cOtCmpzUsEg+lupo61+Ft3DPemseGamZxf7sTa9JenIGaM2tz1/HBw9PxZWdW7BIOjLGybBnrqWvnNwrRIWTQOQYEhUbxbhpo7l5635WzP4Tt8tDy7bNOa3bKWWWYjwyxolhU5jFnB2SzxHlYFbmp2Fr85vX5/LqXe9agZbXRCnwt0NTm5p5Hy9i6BNDqNO4Vsjt1W1ai31b92P6GRGp27R2SHVGOOwB1/TkOxaCELD+Lh1p0fRlAQPARZ//wpsrn6PfzT1Z+vVvJO1NoXajmpx9yVlExUSWdZeFEEGQQOQYVP+4uoUye5alLgPPYuE031l0bXaDboM6hq29FXP+5JU73gEomA4KJk2E1prfvl9J/1t6hdxm3xt7snqh7zwn2tT0u6lnSHUqpYiOjyY9KSPk/lRHhqE454hdSgDZGTkB78tOt8rExEfT+/ruZdE1IUQpSQYlUaa6DjqLhi3r+0zWZZqagSP6hq29I9eAhEIphSs7t0RtnntFZ1p1PrHYdg2bwckdW9L9iEyqwYqKk0/sYP0Mo+OjGXBr4SCxeZumfpPAGXaD5m2alnX3hBClJIGIKFMRjgienfcIUbFRxRfQmskPfEKuy13qtnJzcv2eA+OPNjXNTyvZQyvCEcHEOeM4/9pzCi18tNkNel7djWd+eASHM/Q1L606n4gyKkkmtwqUUDuOZ398hMR6NQpdv/C2Pn6nrkyPSc+rupVx74QQpaV0Jc5vnJaWRkJCAqmpqcTHl9+BbCI80pMzWPzlcv75YzOz3prnu6CCu1+/pcgn3lBlpWczMOG6kO8zbAb1j6vDB/+8Uuq1MikHUln/679orTml04kk1k0o9HrqwTRWzV+LO9fDCW2b06yV78zBfy1ez+hzHylVf6q6yJhIvjz4XrGBnNaaF295kznv+t6WXqNuAs8veKxS56ERojoK5fktIyIi7LTWTH36awY3HMb/bn2T79/+0W95heKbN4o/BycUUbGR1G9et8hBc/7Y7AaOyAge/GxUqYMQj9vDf2u243a5qdukNjXqHP6fL9fl5uURkxnS6BYmDPkfz1z3Cje3Hs2ocx9hz5Z9BeW8nsNbUE/rdgpX3Fc0A3FVoZRi6BNDMGxGiUd23C63z9EkpRSj3rqVcy7r5PP+tEPpPHzh01a6fCFEpSSLVUXYffXSLN49IndDoBwiWmv2bN7nt0wwlFJccucFvHnPBz5btNkNnNFOstKysTvsnHdlV4aMuZgmJzUqVduz3p7H+w9PLXSycUxCNK06n0jfG8/jx49/5tdZfxTZ5fH3Lxu5q9ODnHN5ZxZMXUp6UgYxCdH0GdqDy++9kJufvpp92w+wyM+C38qqfvO6XP3QpZzS8QReuPkN9m8/GHIdjsjAU1obftvk8zXTa7Lnv32smL2KTgPahdy+EKLsSSAiwsqV7eKj8Z+HfF90nI81JCEaeEdf/pz/F7/O+gOFKjhZ1VrUqHjki3voNKAd2Rk5REY7w5LM6quXZvHG6A+KXM9MzWLFnFWsmLPK572mxyTlQBrfvvFDQV8zU7OY8epsfpqymElLJ+DJ9VijPJV2ErUow1D0vfE8ANqe34bHv3mAOzs9iMflCem02zN7nub39YO7kgIGOLYIG2sWrZNARIhKSqZmRFj9MW8NWWm+U2oXx7CFL728zW7jsa/u4+7Xb6HZqY0xDIUzysG5V3Th1eUT6XJRBwzDICY+OixBSGZqJu8+WPocKEc/nE2vSXpSBs9c9yr2CBtGZTl+OAg2u0HtxrUYcNvhNT/vPfQZXrc3pCAEoE6TWv7vCbK+yrsSTgghIyIiKFprcjJzcEQ5sNl8P8BDzXth2Ayi46IYeGe/0naxgM1uY8CtvRhway+01mWWrA1g8ZfLw7Ljpzim12T9r/+QtKe2z2RplVHrridz/4d3El/TOkwueX8qv32/skQjOjNfncNvs/+kTqNa7N26H6UUZ/Y8jYvv7EeL04+jduNa1GlSiwM7Dvmsw+v20ubcViV9O0KIMiaBiPAr7VA605+byfeTfyQ9OZMIp50eQ3yvq2jYon5Q9ean2q7btDaPfXUfdZuElnk0WL6CEK/Hy/JZK9m8aisRTjsd+7el+WmhH8R4cFcSNput0CLTcNu3LfS1FeXJZje47X9DST2QzqFdh4hwRrBsxgp6XtONuMRYkvemlGpaac/mfYXWEM37aCFz31/A6HeG0/eGHlw26kLeuOeDYtswbAZ1m9bmrAvOLHkHhBBlSrbvCp+S96dyd5eH2LftQKHcHDa7QYQzgud+epSTzzqh0D1aa64/8U72btlfbPptZShq1E1gwC29OKXTCbTrfTqGUb4zhOuWbeSJK17g0O5kbHYbWmtMr0n7vmfw0JSRxNaICbqu7yf/yP9ue6tKrd8Il/yD/m57cSh/zFvNitl/YrPbUAq8HhO7w8bdb9xC+z5nMKTRLeFvXyneWv08zVo15tnrX+WnTxcXBLj5/YuvFcfz8x/juFN9b5MWQoSfbN8VYfHGqA/Yt/1AkQRhXo9Jbk4uT175EqZZ+DWlFKPfvg3DMDCO2rJp2AzsDjvjv76f6x67gg59zyyzIMTr8XJoTzIZKZmFrm/fsIsHej1ufUrPK5f//lbOW8O4CycWeU/+dLusExGOY3NgseWZzRn/9f2smv8Xf/ywGrB+np68tSBul4fnb3ydzau2csZ5rUuU8dYfw6b45rU5GIbBAx/dyYRvx9C+7xnUa1aH5m2acuOEK3l33f8kCBGikpMREVGs1INpDG44LOCha8/88DBtz29T5PrapRt4d+ynrF2yoeDaGT1aM+zZazixXYuw9zdfdmYO056ewTdvzC1Yr9K668lc9eAgOvQ9k+dvep0fP17k9309PXcc7XqdHnSbU5/+utB25eouOj6K0ZOH0+3Sjmz5azu3nXmfz7LKUJzcoSW3T7qBUec8Yu0ACqMIZwTnXNaJfjf3pM05rcp0PZAQInihPL8lEBHFWrtkPaPO8Z/V07AZ3Pz0NVx+z4U+y+zbdoCkvSnUaphYZutA8uVkubi3x2P8u/K/QqM4SlnbeEe+dSuvj3yf3ABnyrQ55xSeXzA+6Iea1pqvJ33P+w9PJScz8EFsvhg2wxqNqbT/RxbW4Ph6nN79VOZ9tDBgwDpt99vs/GcPj1/2PKkH08Paj/xTivvc0IPRk28r96k+IURRMjUjSs0R5QhYRps6YMKpes3qcErHE8o8CAH44oVv2fj7piJTSfmx9qThbwcMQgDW/LyeN+/5MOitpkopBo3sT4szmlGSD+TKUDQ+sQEX3tabU7ucFHoFJRBfO46rHrqUmvVrlLiOfVsPMO+jhUGVfXboa+Rkunhn3f/Csm36SPlB0Nz3F/D589+GtW4hRNmTQEQUq8Xpx1GzQY2A5SpLkijTNPnm9Tl+RxO0qYkIIlMnWEnKVi1YG3T7m/7cwrqlG0uUr0JrTe+hPVi7dAPrlm4MvYIQGTYDbWr6D+tJ01YlP4PFNE1MUwccDQFY+eMaHur/FP+75S2GPjG4xG0G8sWL3+Jxh3f6RwhRtiQQEcWy2W1cOXaQz9cNQ9HjyrOp16xO0HX+/ctGJgx5kUG1buCSWkN59JJnWb1wXTi6S3Z6Nsn7UgOWMz1mUKMWNrvBN6/PDbr9P3/6K7jFmMoaAbFFWKMC0fFRDBlzCR88PJX/1mzzf2uYlj+YXpPM1CymP/cNyXsD/8z8KW5nlL9yv3zzOxnJmdz1+jAS6hQero2KjSx6Y4jvOWV/Kjs27ArtJiFEhTo2l/uLoAwc0ZdDu5OZ+vTXBQ9ZpRRej5f2/c5k1Nu3BV3Xt2/M5eU73sFmMwo+QS+f9QfLZq5g2DPXlPpwt4hIR1Bp0L0eLw1a1At4to3XY7Jp5Zag2/d6g9tpM+HbsezetJeMlEwaHF+ProPO4pY296K19v1QV1CncS069m/Hd2/+EHSf/DG9JrMmz8OTG6b8JwoMwygyLXY0rTXfvD6XaXsm0++m81i7ZAOZqVk0bFmf5q2bsvPfPWz/ewf/rNxCxqEM7E47x7Vuwn+rt7Fg6lJS9gcOnIIZoRFCVB4SiAiflFLc9NRV9L2xB3PeW8C+bfuJrxnHeVd345SOJwS9mHPL2u28fMc7oAs/JPL/PPmBT2jd9WRadS75+giHM4LmrZuy5a/tAcve9OSVTBrxDumH/GeBdUYHXieT79QuJwV8CEfGRtLm3FZ0vKBtwbW1Szew578AB/5pGDd1FM3bNGPeR4twZbmC7pc/4QpCnFEOxs+8n6lPz2DV/MDTWdkZOfzz+2ZOP/dUzujRutBrjU9oQOMTGtBl4FlF7ut0YXse6PW437qj4iJpcnLD0N6AEKJCydSMCKhRywbc9NRVPPjpSO545SZadToxpG2S37w2B5ufaQvDpnh37BR+/uIXtq3fWeJ+XjDs/KDKtTijOZfceUGRPCeF+2TQ7VLfx8sfrXXXkzmudROf0zNKKfoPO5+omMLTD/u3HQiq/n3bDhIVE0m/m84Lez6O0jDsBr2v706780/nuR8f5ZZnrw3qviODNneum4XTlvLIwGe4q8tDPH3ty6xeuK7IYuEzz2tN45Ma+nz/hqG48NbeOKOcJX9DQohyV3n+RROV3p4t+/h0wpe8dtd7THt2Jof2JAd1319LNvgdLje9mjU//80TV7zIzaeOYmS3cSUKSC66vQ+J9RJ8vm7YDE7rdgqNT2xI/1vOJyouqtiHmmEziIxx0v/WXsXUUjylFI9+cS8JteOKDXC01vzy7e/MfG1OoXTw8bWD25aeUNs6t+XGJ6/khLbNrUCwFGtGlJ8gLFiGzaBG7XiuGndpwbVAp+UC2B12WpxxHGAdIXBX54d48sqXWD5rJet//YeF05Zy73mP8cx1r+D1Hv5ZKaV47Kv7iEuMKfR7y38vrbudwnXjryj1+xJClC8JRERAXq+XV+96l+ta3sFH46fz3Vs/8N6Dn3JV09v4ePznAbe5+hsNKc76X/9lZNdxgacsjmIYBg9Pvwe7w17kQZsfXNz1+jAAatZP5Om54wrSudvsRsHDLaZGNE/PfZjaDWuG1H7jExvy9poXuOaRy6lRp2iAsXvzXl69610ev/yFgmDkjB6nFgQZvtSom8Dp3U8FICo2iucXjOfW56+jUcsG2CNsxNaIwREZgWEr/J59DVrZ7AY16iYQXzM24HvytctIKcVZF5zJK78+Vejn1PLM5pzS6URsdh8jQ4ai13XnFhyIN/GaSQWLdPMz2uYHrfOnLOazp74udH+zUxrz9poXuHLsJdRrVoeYGtG0POM4Rr19G0/PHSejIUJUQZLQTPi07e8dzHhlNj99upjsDN+Jum5/6QYuuesCn6+/++AUpj83M+AaiiPZ7AbnX3su9757u99ypmmy8589eHI9NGxZn8hoJxt/38wHD0/l9x9WgbaCkLMvPosbJgwpclCfK9vFgqnLWPOztXunTbdWdB9yNpHRJX+gHdydxDXHDfc9CqTg7tdvYUDeiMuc9+bzws1v+Kzv3vdup8/QHn7b3LftAB8+Oo0Fny3B4/aCgrP6nUnN+oksmr6s0O+vfe/TGfX2rSyd8Ruvj/zAb73jpo2m6ckN2fnPHpwxTiKjnXjcXpqe3JDajWr57MvIbuM4uCup2MXDF9/Rj+EvDWXHhl3c3Hq03/ZjE2OYtnsyDmdw266FEJWDZFat5lIPpvHDBwv5769tOJwRdLqwPWddcCY2W/gSRS35ejkTBv8PrU1Mr/+/Igm145i6623sEYfXPnu9XpZ8uZxv3pjL1rU7SDsUejZNu8POzJQPcUQWXTSqtebbN35g6jNfFxwBHxUbyQU39+T6J4YQFRNJyoFUUg+mU7N+DeISA3/6D5ePH/+cT574wmfgpZSi6SmNeGft/wqufffWPCY/8DFZadkFh8lFx0dx63PXBb32BSA7I5uUA2nE1ogpeM/ZmTmsXbIBd46b5qc1pcHx9QDrZzj+sudZ+vVvxdY14NZe3P1GyQ6rm/rM17w71nfa+2sfuZzYxBgrcVyALcCv/PpUkcMVhRCVmwQi1diCqUt5duireD1elFIF22mbtWrMxDnjqNO4+E+poTi4O4lrjx9hJYYK8m/H8/MfK5g+8Hq8TBjyP5Z8tRzDUJhB5pooztRdb1OrQWKR62/d+xFfvFg0i6ZhMzix3fE8v+CxMh+m/2/NNlbMWYXX4+WkDi04s+dpGIbB+MueZ8nXywP+7Oa4pxYKHnOyXCz/7g8O7UmmVoNEOl3Yrszfg9aaxV/+ykePTWf35r2Aolmrxtz45FV06HtGiep057oZ0uhWv8GnM8rBVQ8N4sNHpgX8+/HSkgnllnFWCBEeoTy/ZftuFbJ26QYmXjOp4BOkPuJJt/Of3Yzp8wRvr36h1Cm0Z0/+yfo0H0L8cOTQ/xcvfsfSr5cDFHnIKKWwR9iIrxPHoV2BF7vGJEQV+j4zLYtpz8woNggBazfGxt83M+utHxk0sn/wbyAIOzbuYs9/+zEMxbTnZrJq/loMm1Fw7H3DFvV45It7iXDaA+bUsEXYipyJEhnt5NwruoS1z4EopTjnss6cc1nnQte3rN3O7Hd/wma3ccZ5rQtS9Hu9Xlb++Bd7t+wnvmYsZ11wJlGxhX9H65ZuDDgC5srOxTR1wCDEERnBca3l9FwhqjMJRKqQac/MsA5wKyZC8HpMtq/fxfLvV9Llog6lamft0vUhrecAaHySlbvB6/Xy9cuzfKY611rjzvXQY0hXvngh8LkgG1dY+SYAfv9hNY9f9rzf9Sr5bXzzxpywBSKb/tzCy3e8w/pf/iny2pE/p71bD3BPj0cZ+vgQFny21Gd9NrtB5wHtKuVJsfu2HeDp615h7eL1BdeUUpw7uAvdLu3EGyPft9Z+5ImMcXLNw5dzxX0XFbyfrPTsoNqq1SCR49s0Y+u6HcX+fTNsBn1uOI+Y+OhSvishRGUmu2aqCK/Hy2/fr/T/Kdtu8MvMFaVuK5TTSw2bQZtzW9H4hAYAHNyZxKHd/kc6bBE2dm7YHVT9+es/tv29g4cvepqcYJJ5aSsoCIf/1mxjZLeH2bD834BlTa9JdnoOuzftpX7zusXvHFHWKNHlpcwkWxbSDqUzstvDrP+l8Hk3WmsWTV/GE5e/UOR3m5Pp4p0xn/DZxMO7WxqfGFxCsSYnN+Lh6aOJrxVXeDuusr5OaHs8w565uhTvSAhRFUggUkV43J6Aw9ja1LhyAp8uG0jb89sElWfCsBlEx0cVWtAYbH4KZ0xwax9q1LXygnz5v+/Qphn02SbFnltSAm/f9xG5OblBt2t6TeZ/toRn5z1C3abWOTyGzcAwFMpQ2CPsPPjp3bTqdGJY+hdO37w+l6TdScXu9imYDvQx1PXJE5+TkZIJQNOTG3Hq2Sf5TjxmUzQ+qSGndjnJ2vK8+nmuHHsJdZvWJio2kmanNuH2STfywsLHikz7CCGqH5maqSIckQ7qHVeHfX4+6WugeetmpW6rzw09+Pjxz3FluXwGP4bNoMeVZ3Pdo1fg9Xj5/PlvcGXn0rxNU+o3r8verft9rjHxur30uv5c1i5Z73f0pEbdBM7oYU3LLP5qedBniNjsBudffU5QZf05uOsQf8xbE/J9WWlZNDi+Hu+tf4mlM1awfNYf5ObkEuGM4MDOQ7w7dgrTnptJz6u60ffG8wpymVS0Oe/NL/HCYneuhyVfLafvjecBMPLNWxnZdRzZGTmFRvEMm4E9ws59748omMpJrFeDoY8PYejjQ0r/JoQQVY4EIlWEUopL7ryAt+79yOenUsNm0PdG//kmghFfK44nZz3IQ/2fIifLVfBp2LAbmB6ToY8PZtDI/mgNz1z3Cstmrii0aDMmIdpnEGKzGzRoUZ8Ofc7glueuY+LVk3z2Y9gz1xRsCXbnuIPqu2EzcEQ5GDSq9OtDjlwLEYoadRPQWmOPsHPu5Z05++IOTBjyPxZN/wXDlreIdRts/nMrX740ixcXjqdWo5osmr6Mnz75mZQDaTRsUZ9+N51H+z5nhGUtSVpSOrPfmc+CqUvISM6kWavGDLitNx37t8UwDLTWHNxdsvcLVtK6Iw+kO+7UJry6fCIfPDqNJV/+itdjopSiY/+2XD9+MC1OP67U70kIUT1IIFKFXDSiD7/NXsmf89cWmiowbAamaXLP5OEk1qsRUp1pSeksmraMAzsPUaNuAt0Hd6Fm/URO63YKH/77Ct+/8xPLZ63Ek+uhVecTuXB4b5q1aoLWmvt7Pc6aRX8DhRdtZqZlFWzbtdmNvIeQFZsk1k/kye/GYhgG513ZFa/Hy5ujPyy0yyIuMYZbnr+e3td3L7h2XOum/PPH5oBTJLUaJvLYV/dR/7i6rF/+L9vX7yQyJpL2vdsQkxDayENJA4ADOw7xUP+neOSLe4mMdvLZxK9ZNsNau1Pwc9LWrqekPcmMu2giNpuNLX9tL/i5bVm7ncVf/krXQR156LORhXK0hGrHxl3c0/1RUg6kFfz8Duw8xG+z/6T74C6M+eQu5n24CK+75IfgeT0mdfJ21uRrfGJDxn02isy0LFL2pxJfK65c87kIIaoGySNSxbhz3cx4eTYzXp3N/u0HUQra9TqdIWMuKcjjEazPX/iW9x6agtfttQIGr/WpdfD9A7lhwpV+H8Rrfv6be7o/6vN1w6Y4o+dpJNSK558Vm7A77HS6sD1Xjr2kyC4Id66bFXNWcWi3lT+jfd8zimTSnPfxIp69/lW/7+fu14fRb1hP/lu9jWeHvsrWtTsKXnNERjBo5ACGPjE46MRvE6+ZxPwpS4IqezTDUJx3VTdGv3MbgxveQnqS/5N+85OYFbmuFFeOvYQbJlxZon6YpslNrUaye/O+Yhc6KwU3Tbya2e/OZ9e/e0rUBlhrcqbvfadUGWmFENWHJDQ7BmitycnMwe6wE+E4/NA+uDuJRdOWkXIgjchoBzlZLtKTMqlZvwbnX3sODVvUB2DW2/N46ba3fdY/9IkhXP3QpT5ff/n2yXz/zk+FDnA7mjKsM12OXAfS9JRGjJh0I23PbxPK28U0TZ688iV+/uIXFKpgeip/quOWZ6/l8nsvYtv6ndxx1hhyc9xFH7wK+t9yPl0v6UTy3hRqNqjBGT1aF5t3JfVgGoMbDgt6XUpxlFI8/cM4Huj1RInrAIiOj2L6nsklSm72+w+rGdt3gt8yCXUTSD1iWsUnhc/8KKMn30a/m3qG3D8hRPUkCc2OAUqpQjsKTNPk3TGf8vmL36K1tvKN5K/tMKz9kB8//jkD7+jLrc9fxwePTPVb/2cTv2bQ3Rf43LWQnpIZ8LA7bVJkMer2DbsY03cC1z5yOQNu7VVoKinX5WbR9GX88OFCkvamUK9pbfrd1JMuAztgs9t4cMrdnH7uqXz50nfs3rQXgFM6ncDg+y+m84XtASu9eq6rmCAEQMOst35k1ls/FlxKrF+DEZNu5NzLCyf02rFhV6mCELCCxb9+Xh+4YABZadlsXrWVVp1Dzy66ZtE6bBE2v9MuwQQhylD0uPJsdv+7lw2/bSq4XrdpbW6aeDXnXdk15L4JIQRIIFJtfPTYdKY//03B90cGCdZOCOv7ma/O4Z8//iNlf5rf+lxZLlbMWVUo42ZOlouDOw8RGeOkYd55JSHTVt8+emw6n0z4gh6Dz+bOV2/C6zV5oNcTbPpzS8E6iZ0bd7NizirOPK81T3w7BmeUk4tu78OFw3uTnZFjnah7xFRATpaLJV/+ihlCAJG8N4UJg18ERhcKRhxRRc+3CZUyFDEJ0cTVjA04NRNIadLkB5MhN7ZGTMH222KrMDVnDzyLcy7rzLb1O9m7ZT9xNWM5+ayWIeWdEUKIo0kgUg1kpGQWCkICKS5DaHEyU7MAa0Hrh49MY+4HC3HlJRQ7rnWTkLOvHs30mCyYupRtf++kVqPEI46Dt56c+fX/OX8tl9e7mS4Xd+DiO/px8lknEB1XdKQmIzmjxKMYb97zIV0HnVWwfqTF6cdRs0EiSXsCp6H3RZuakzq0ZMCtvQol/AqVIzKC5qc1LdG9bc49NWDbtRom0vfG85jy1FfFrlMxbAY16sTTZaCVsbfZKY1pdkrjEvVHCCGOJh9lqoHls1YGvb01FA1b1ic9OYO7uzzEd2/NKwhCgEILQUvD9Jps+nMLy7/znzU2OyOHBZ8t5c5OD/LVpFnFlomrGYvdUbLY+uDOQ6xdvKHge5vdxpVjLylRXWA9vJuc3JDWXU/mmkcuK3G/DJtB7+u7s/7Xf1ny9XK2b9gV0v1tzz+Nxic28JlcDAWD7u7PVQ9dai12VoV3Cxl2A2eUg0e/uq9UO3eEEMIXCUSqgczULAjnsSUKGraoR5tzWjHlya987rgIZ3vByO/DG6M+YN2yjUVed0Y56THk7OJTqwchaW9Koe8HjujLkDFWMOLzQV4Mm90gKjaShz4bhVIKh9PBlWMuIdBu4COz0ub/uXajmsz/bAlj+05g/KXPc1OrkYw65+GgAxLDMHjimzHUqBNfqP7899NjSFcuHT0AhzOCp75/kLtfv4XjTmuCIzKC+NpxXHRbH95a9XylzAQrhKgeZNdMNbDyxzU80Lt0OzOOpAzF8/Mfo1XnE7m0zo1kpQV3iFl5sdkNul7aiXGfjSry2p4t+xjR/gEy07JDDp7OuuBMbnzyqiLJtnb+u4fJD3zCshm/BazDEeWgz/Xdufzei2hwxDqa7Mwc7u3+KJtWbS2caTRvPcytz1+H2+Xhhw8XknYonfrN6xJfK47f564q0kZ+av3XVzxT0EZOlouFU5eyZMZvuLJctGjTjP639qLJSY0ASE/OYM57C5j/2WIyU7Jo2qoxA27pRcf+bSvl4XtCiKpNtu8eY0zT5NoWd3Bgx8Ggz0TxRylF10EdueK+i7iz04Nh6GH41aibwOd73wEgMzWTeR//zLqlG0ApmrVqzO9zV7FuadFRE39sdgOt4cEpI4vsopn+3EzefXBKwODmhYXjaXNOq2Jfy87IZsqTX/HdW/MKFoae0vlErn5wEB37tytUdu/W/VzbYoTfDLU9rz6H+94fwc5/93D/+eM5sONQQT4Sw56/rfk6Lr/nwiB/AkIIER6yfbcc7fx3D9++Ppff5vyJ6TE57ZxTuPiOfrQ8s3m59cEwDO59dzhj+z6JVrrU0yhaa5bO/I3VC9Za0yaVMFTN/xC/asFaHrn4WXIycgrWN5hek7hasTz8+WhcWbkBE6Hl83pMUFYis1adT6RO41oFr8XXisM0A/9cE2rH+XwtKjaKmyZezfWPDyZ5XyrOKAfxtYov/9Mni33m7Mjv6/wpi7l90lDG9p1QsE06PxDN3zn09n0f0fjEBgXbm4UQorKRNSKlsHTGb9x86ihmvDabnRt3s3vzXn78eBHD29/PN6/PDXt7uS43K+auYtH0ZWz6c0uhLbpnnncaL/78OG3OLf7TeKhMj0lmWpaVkruSjdzb7AZte7Vhz5Z9PDRgIjmZOWit0ebhICwzJZMXh73Jmee1xu4ILpMqYG0vNjXfT/6x0OUuF3fwu1hTKcVxrZvQNIjdJPYIO3Ua1/IZhIB14F6gk4w9bi8Lpy1j75b9PgMWw2Yw/bmZAfskhBAVRQKREtq//QATBr+I1+stlLfC6zFBwyt3vMPfvwa3TTYQrTVfv/w9QxoO48F+TzJhyP8Y3u5+hre9j40rDieXatXpRJ778VGm7X6bs/q39fsga9iyfsB2vR7Tyn9RziMigdYsmF7NJXf155vX5uLJ9RQ7HWV6NVlp2cz76Gfa9zkzpPZNr1lkMWx8zTiGPHCxz3s0mpsnXh229RaJ9WoEnGaz2Q3+/uWfYjPD5jO9JmuXbMCV7fJZRgghKpIEIiX07ZvzrHwXfubwv365+G2moZr69AxeH/k+6cmFE05tWbuD0d0fZdOqLYWu16yfyMPTRtO+9+lAXmZVDj/gL7n7Aj7Y+DID7+hb4h0mZUlrzWX3DMDusBfarWKzGyilGPnWrZzUvgVLvl7udxpKm5qlM5bT+7pzQ+5DcQ/36x67gmsfuZwIp91Kd57Xt7iasYz7bFSRdR6l0fOabn7fm81ucE7eOpZglnmVNkusEEKUFVkjUkKrFqz1+6DwekxWzV9X6nZSD6bx0WPTin3N9Jp4cj28P+4znvyu8KLSyGgnF991AWt+/htXVm6h6ZW/fl7PoT3J1GtWt3QZO8vQ73PX8O7f/2PWWz+yYs6fmF6TNueeykW39+G4U5sA4HYFzp2yfcMunrr6pZDaVkrRrlfRs3CUUlz32BVccvcFLJu5grRDGdRvXpdOA9oWOu8nHBq1bMDAEX2Z+fqcIsGuYTNwRDoYeEc/ln79m9+1K0opGrSoR1RsZFj7J4QQ4SKBSCW3cNoyvH4CHtNr8tvsP0nen0pi3YSC6/+t2cajFz97+FC6vGPnAbb8tY0xfSbwxMwHmHz/x2Xa/5LaunY7OzbsZtgz1zDsmWuKLXNCu+NJ2f+n30/72Rk5oU0tKXBGO2jYoj57t+6n/nF1ixSJS4ylz9AeIVRaMsNfGkpMQjRfvPgtuUckrGt8QgNqN67J6HMeCbgwWaO55K4LZIuuEKLSqnzj8lXEGT1a+01yZbMbnHHeqaVuJ2lPMrZAybS0dWbKkaY/PxNtmsWuM/B6TLat28Hm1Vu54Jbzw/aQstltISX+8kcZitnv/OS3zEW39w085RDqgI+GnEwXj17yLNceP4L7zh/P1nXhySIbKpvNxg0TrmT63nd45PN7uO/9ETzx7RjSktJZtWCd3yAkf33QOZd24sLhvcury0IIETIJRErowtt65Z1qW/zrXq/JJXf1D7q+tEPpzJ+ymO/f+Ym/f9lYMO+fWL+G3xERABQk1js8GqK1ZvEXv/p9SCtDseSr5dzx8o0MGN4bZSiUobBFWGsjQg1OYhNj6D64C+16nc45l3YudUCiTc3eLfv8lmnf+3QuufsC4PA6GCBgBtNQrFqwluHt7mf1wrXhqzREMfHRdLu0E72v7853b/5A6sF0v0GIIzKCE9oez/0f3MGDn40sOD9HCCEqI0loVgpLZ/zGE1e8iNaHt43a7AZer8mdr9zMRbf3CViH1+Nl8gOfMPO1OXhyPQXXm53ahDEf3UntxjUZ0ujWw1MsRzFsBm3Pb8PE2Q8VXDNNkz72wQHbPu2cU3hx4eOAtV108ZfLyUzNomHL+uz6dy8fj58e1EJIgAhnBMqA3Bw3drsN06uDyrvhi2Eo2vZqw8TZ4/yW01qzcNoyvvzfd2xcsQmlICo+mqy8A/vCadTbt3HBzT3DXm8+d66bQ7uTcURGULN+YqHXdmzcxZNDXmLz6q1+61BKMeLlGxk4om+xr6cnZ7D4i19J3pdKrUY16XZpR2Lio8P1FoQQApDMquVq16Y9fPPa4YRmbc5txcARfYNOaPbcja8x78NFRR74hs06bOy1FU+zcNoyPnpsepF7DUNhc9iZtGQCJ7Q9vtBr151wB3s2+x9RSKxfg+m7Jxf7msftYfylz/Prd38E9T7KwgMf3cn515wTdHmvxwsKHuo/kT9+WF0mfarTpDaX3NmPC4b1JDo+mtUL17FxxWYiHHba9Tm9RKfSZmfm8OkTX/DdW/MKTjxuccZxXD3uMroN6siBnYe47cz7yEjJDLgmxB5hY+Ad/bjthesLXddaM/XpGXw0fjoetwebzYbX68XhdDDsmWu4+M5+IfdbCCF8kcyq5ahRywYM/99Qhv9vaMj3bvt7Bz98sLDY10yviSsnl0+f/JIHPryTyJhIPnniC7LSDn/Sb3JyI0ZPvq1IEALQvtfpfLv5B7/tJ+9NYcva7TRvXfSIeXuEnce+vo+xfZ7kz/l/hfbGwkQXM6Kyd+t+Zr39I2uXrseVlUvjExrQ5eIOdBl4Fg5nBKsXrmPvf/4DMGUo7BH2oHbdHO3AjoNMHvMJX788C7sjgj3/7cOwGVZCtdGadn3O4I6Xb6Bu0zo4nIF30uRkubjvvPH8u/K/QkHGf2u28fhlzzP8xaHs23YgqCAEwDQ1cTVji1z/4sXveO+hKQXf54+w5ebk8trd7+GIcpTpaI8QQvgiIyIV6N0HpzD9uRmYXt+/AluEjW9SP8IR6cCV7eLPn9aSmZpFoxPqc1KHlj7XcnzzxlxeGfFOwD48PvMBv+m/r2g4rMhC2JIoeFgHu11YWSfPnn/1OXTodyandTuF+VOW8NwNr2KaReuJjo/i3Ms7M+f9BSgIuC25VsNEDu1JLrNkbTa7je6Du3DVQ5fS9ORGPstNeeorPnxkqs/+GoYiMjYypIMHP/jnZRq1bFDwfU6Wi8ENh/mtI7FeAp/teMtvcjQhhAiWjIhUEQd3HfIbhAB43V4y07JxRDpwRjnpNCBw0iyvx8ui6cuC6sPiL39l7eL1tDizOV0HdSzyKf7IdSulEVsjmoEj+rF0xm9kpWVxYOch/zteNBzcmcTnL3zL1Gdm0OTkRuzYuMtn4JCVls3sd+fn3xpQWQYhYP0OFk5bytIZv/H8gvGc1L5FkTJaa755Y67/oEmpoIMQpRS9rj+3UBAC8McPqwPWkbwvlbVLNnB699Lv9BJCiFDIrpkKlHYoI2AZZShia4S2mPCdsZ/y18/rgyr706c/89WkWUy8ehJXNr6VVQsK7w45sd3xYdmSm3Yog0tHD6BVlxPZu/VA0Jk+86cQdm7cHd7AoRzGAb0ek9wcN09f+3Kxi37dLjeHdiX5r0RrIiKDS5bWb1hPRr55S5HrR2fk9SX/RGAhhChPEohUoJzMnIBlbHZbSFk7M1Iymfnq7KB3u5hejcdtPezTkzN4sP9ThfJmXHznBaU+zTffl//7ju/enFeieyvxDKJfptdk58bdjBvwFP/8sbnQa3aHPWCKfWUYND25UcBgcMJ3Yxn15q3F/l1p2KJeUH1tcHxw5YQQIpwkEKlAwYw0GAFOYD3ayh/X4HaVbDpFmxrT4+Xz578puNaxf1sG3tG3RH05UnR8FF+88G2J76/qVsxdzYgOY/hq0uHzhwzDoOugjn7/Hng9Xq58cBD1mtUpvpyCvjf2oOMFbX3W0brryTQ4vp7PQxANQ9HyzOYc36ZZ8G9ICCHCRAKRCnRiW//THspQnNCu6I4Yf1zZuaXqk9djsnD6soIRCKUUIybdyEOfjbQWxxoKw2bQrlebkM4vqd2wppVu/RiVv7j2jVEf8Nfiw9NmQx64BMNQxS46NmwGJ7ZvQbdBHZm0dAJdBnYoFExEx0dx3SNXMPKtW/22bRgGoyffhmEYRYJJw2Zgc9i5+41hpXl7QghRYrJrpgLt3ryXoSfd5Xcnybipozj3ii4B69q0agvrlm7k0O4kPpv4dan7Nsc9tdiMnKZpopSyPqk3uY2U/alB1RcdHxXSzo+K1vv67iz7dgUZSeFdN2GzG3S+qAOPfnFvwbUVc/7kyStfIjM1C3uEDa2tkZBTzz6Z8V/fR0Ltw3/3D+5OYsuabUQ4Izil0wk4o5xBt71u2UbeGfMJa5dsKLh2Zs/TGPbMNcVuARdCiJKShGZVyHdvzWPS8LetjKx5CziVodCmps8NPbjnneF+063v33GQJ4f8j79/+SevnEZrrNTzJfzN1m1Wm0+3vOHzddM0GX/p8yybuaJkDZSh41o3Yeva0p0NowzFtxmf4Ix08MjFz/DLN7+HqXeW2BrRfJ30YaFrrmwXi6b/wn+rtxIR6aDzRe05peMJZXJY3b5tB0jel0KthjWp07hW2OsXQgjZvluFDLi1F01Oasj0F77hj7mrML0mLc9sziV3XcD515zj90GUkZLJqG4Pc3C3tfOiUExZivBywK3+D0n79bs/Kl0QEl8rjqFPDOHC23qzZMZvjB/0XInr0qZm/qeL6XdTzzIJBDweL6ZpYhiHp+WcUU56X9897G0Vp16zOtRrVqdc2hJCiEAkEKkETu9+Kqd3P9VK+KV1oQeUP99P/pEDOw8FnyQsSOddeTZb/trG4i+Xk52RQ5OTG9F9cBei46IAmDX5R5RSFbaTRRmKoY8Poe35p7Hnv/3E1Yzl9O6tCnaMREYHP13hy7dvzKX30O7s334w+H7ZFLUaJHJwp/8tuTkZLq5pfjtnD+xAw5YNqNu0NmddcGZIu6OEEKK6KNNA5Mknn2TWrFmsWrUKh8NBSkpKWTZX5SlV/KJFX374cGHgIKQEUzSv3PEuy2etxLAbBetB3hj1Pve+ezvnXtGFnRt3hTUIcURFcFa/tiz5anlQ5Q3DIL5WLH8v+4fE+jVo3fXkgod4enIGaxatK3Wftm/YxfeTf2LTn1uCvkd7NWM+vouxfSfgyfXg70d0YMchZrw6p+D3E18rjjtfvYnug88udd+FEKIqKdNAJDc3l8svv5zOnTvz7rvvlmVTpbLzn9188/pc/pz/F0op2vY8jQtv71MkQ2Vlk3owPXChEOIFw2YQlxjDijmrADCPSDqWk+XiyStfIr52HEqFd7PVAx/dydkXn8U1zUdwaHdSECM8mknDJ6MUaG0FcI6oCBLqJHBoV1JY8p7kZrv5/PmZQQVy+Wt6rh8/mNPPPZVHPr+X8Zc9j+k1A/clr+60Q+k8edVLOKIcdLmoQ6n7L4QQVUW5LFb94IMPGDlyZMgjIuWxWHX+lMU8c/2roA4/eA2bgVIw9tORnHt55zJpNxzu6DSWf37f7PPBbR3uZsPrCeKBGATDZlCzQSIHdx4qdV0FdRqKW567jktHDWDtkvXc3/sJTI+32MyrsYkxZASZJbQ8Hde6CVeOuYTzrupWcG335r1Meeor5r6/IOh6lIJGJzTgvfWTymRtihBClJdQnt+VKo+Iy+UiLS2t0FdZ2rpuB89c/6r1yfWIB5/pNfF6TCZe/RI7/91Tpn0Ixt6t+/n2zR/4atIs1vz8d8G0SP9h5/sdPdCm5sYnr8LuCG7g68yerf1m+jS9ZliDELAOp0uoY/0lPfXsk3nll6foesnhJF9RsZFcdHsfLhjWs9IFIYbNoPuQs3l79QuFghCAhi3q0+vac0OqT2vY+c8eNq/aGvQ9Xo+XzLQszGJOKhZCiKqgUi1WnThxIuPHjy+39r55bQ7+PnjqvDK3v3RDufXpSNmZObw47E0WTlsKWFMQ2tQ0ObkhD302ip7XnMOc9xewYfm/RUY8lKHoeEFbBo3sT8qBNKY9OyPgFMOq+WtRQS6UDRdnlIOIyAhGnfsw65ZuBKzzbR6ePprWXU8mLjGWjJRMBjesfAm3TK9J10s6+hy9yA+wQpV6MHAAvvPfPUyd+BXzP1uC2+UhKi6Sfjf2ZMiYi0msV6NE7QohREUI+anz2GOPFSyq9PX1++8ly7swduxYUlNTC7527ChdPohAfv9htd/D10yPyR/zVoetvVyXm0Wf/8JnE7/m2zfmkrQ32WdZrTXjBz3Hz5//YgUQ+nB2zl3/7uWe7o9yaHcST88dR/9behU6GC0qNpLL77mIR764B8MwqNesDorAQ/1aE7ZzZYJ1SqcTmHDFi6xdvAFtarSp2bhiM+MvfZ6Px3+OzW5j6YwVQR+SV14Mm0HdprU5++LD6zm01mRn5uBxWyn2m7VqTPPTmoY8zRJoa+2mP7dwe/v7mffJzwXp/LPTc5jx6mxub/8AB8I8aiWEEGUp5DUiBw8e5OBB/1sajzvuOCIjD6f/rkxrRDb89i/fvTWPTX9uYfv6Xbhdbr/lm5zckPf+nlTqdpd8vZwXh71JelIGNruB6dUom+LiO/pxy7PXYrMXzmK6euE67j3vMZ/1GXaD/sN6cddrNwOQmZrJplVbMQyDlm2bExVz+Od/aE8yVzW9rdyDjEA6XdiOX7/9w2+ZK+67iG/f/IHs9IpJD5+/IDY/4ZxSCo2mZv1EnvvpUZqe3Ihcl5uvJ33PzNdmc2DHoYLRqMEPXExOposHL3gStPa7iwas9TIndTyBl5c+6bOM1pqbTh3Jrn/3Fvv7NOwGnfq3Y/zX95f2rQshRImVaUKz2rVrU7t27RJ3rqJorXl/3Gd8NvHrQllM/THsBmf0OK3Uba/86S8ev+wFdN7cSH7b2qP5etIsTK/JiEk3Frrnp08X++2n6TH58eNFBYFITEIMp597KmCNvCz/fiUZyZk0OL4up3Q6kb439uD7yT8F3ef8nSD5DJuBYTfwlPBAvaMZNsU/f/wXsNz0574JWKYsNT6pIfe8ezsLpixh06qtRMY4Ofvis+h5dTei46LIzcllTN8JrF2yoeDnpU3Nb7P/ZPn3K3nw07sZ//X9TBr+Nod2+x4BM2wGtggbIwJMA65buoEdG3b7fN30mPzyze8c3HWI2o0ka6oQovIr0zUi27dvJykpie3bt+P1elm1ahUALVu2JDY2tiybLmLB1KUFZ7AEO8yvTc3AEX1K3fb7D02xtoEW06zWMPO1OQy+f2ChB0daUjreACMY2Rk5eD3egtEUrTUzX5vDh49MIyPl8MLOxic1pGN/36ezFqfJiQ3ZvmEXAM5oK+vnSe2P5/mbfKd+D4VSiuS9KWGpyx9rB5SiddeTWb0w9PwiOzbs5tGBz/LcT4/Q/LSip9N++b9ZhYKQfKbXBAXP3fAaU3e9zZurnmfxF7+SkZJJVloWi7/6lV3/7C0of/JZLbn9pRs4qUNLv/35b832glEaX7TWbPt7pwQiQogqoUwDkUceeYQPPzx8psaZZ54JwIIFC+jevXtZNl3E9OdmFvmU70v+1Mk97wynWasmpWp3//YDbPhtU8ByP3/+K4NG9i/4vl7TOths/kduEuslFJrS+eKFb3n7/o+LlNv17x6+fmkWht0otDvIn6dmP0SE0052Rg61GtYsyFb6yZNfsve//UHV4U/+NEc4GTaF6dWFcn+0OacVN0wYQqvOJzGo9g2kJ2WEXG96cgZj+kzg4/9ewxHpKLhuBX6zff+d0uB2ebiv53i2rt1e8Ls8+ayW3PnKzdSom0DqgTTqNq1N4xMbBtUXR5Qj4BQPWIuAhRCiKijTQOSDDz7ggw8+KMsmgpKZmhlwS6RSCmeMk/hasbQ7vw0X33kBx7cp+gk4VGlBPPgMm0FaUuHkZH1v7MFXk2b5vaf/Lb0Kvs9IyeT9R6YWW1ab1sNZe4JfDrR17XY69m9X5PqzPzzCdS3vCLqe4igFEc4I3LmeUp2JA5BYvwYNmtfB7fLS9JRG9L+lF01Obkjy3hTia8dTq0Ei+7Yd4M17PiQ9OfQgBKzRjaS9KSyctqzQeTAZKZl+p1vAClY2r95a6H1u/H0zY/s+ybhpozjnstDy1JzV7wwMm+F3vU98rThOOsv/yIoQQlQWlWr7blkxgxgFMWwG5w05m1Fv3xbWtus0rhVwJMbr8dLg+HqFrjU/rRkX39mPGa/MLravDY6vV2gEZfGXv/pdeBvKkmRlKL548btiA5EGx9fjjldu5NU73wu+wmL6kpvjf5FwsO567Wa6XtKxyPUadRIA2LhiE/edPx5XVm6pgh7DZrDyxzWFApEIZ5BnwxzVbn5g+OItb9JpQLtCoyyB1KyfSN8bz2P2uz/5/Ds1ZMwlcm6NEKLKqFQJzcpKbI0YGp1Q3+9UgNfj5dSzTw572wm14zn74rMKEnQVJzLayTmXdSpyffj/hnLLs9eSUDuu4JrNbqPHkLN5ackTxCUeXmeTtCcFm81WpI6S0KZm9aJ1TLp9MgNrXE9v+xVcd8IdfP7Ct+RkuRg4oh/PzX+UU7uehDIqLgOoM8rBWRf4XvvicXt45OJncWW5Sr1jSGuN1+MtdC0y2skZ57X2+7v1XSFkpmSx5OvfQr51xMs30m2QFXzZ7DZrIXFeHy4bfSGXjR4Qen+EEKKCHBMjIkopLh05gJdHvFP864YitkYM515RNunchz1zDasXrLMyYB7xQMw/wfaOV24iKjaqyH2GYXD5vRdxyd0X8M8f/+F2uWnWqnHBp/0j1WqYiNfrLXL9aFc9dCnTnplR5KF6NG1qZr/zY8G6hj3/7WPy/R+zaPoynvvpEc7o3pqXfp6A1pq57y/ghZvDs4g1FGecdxoOP6MSv3zzO0l7/E+dBEubmlM6nljk+pVjB7FqwdoS1WmLsLF7097ABY/icEbw8PR7+OePzfz0yWJSD6ZRp0lt+tzQg8YnVO7zkY6W63Kzct4akvelULtRTdqe36bIVnYhRPV2TAQiAP1v7cXfv/zDj5/8XGiO3bAZOCIjeHzmAzijSn98fHEatqjPK8uf4s17PmT5dysLUrQ3PaURN0y4krMvPsvv/fYIO606WQ/B3Zv38tlTX7N05m+4XW5ObN+CgSP60e3Sjrxyxzu+pzwU1D+uLj2GnE1MXBSTx3wSsN+FFspq0Gj+XfkfHz4yjdteHGpVqxRz3ptfolN+S6vLRe39vr5h+b/YImx43YEDtECUoeg9tHuR6217nsY979zOS7e9hek1C5L6BQr0wFp7EpMQXeI+ndiuBSe2a1Hi+yvanPfm8/b9HxdaQJxYL4E7Xrkp5LUzQoiqq1wOvSupcCc0M02TpTNW8M3rc9jy13ac0U66X96Zi0b0DZjNMlyS9iazd+sBYhKiaXpyo5B2jqz8cQ3jLnoar9t7OJDK2wlz2egLqdUwkbfu/cjn/flrVTr0PYM1P/9Nbo47qF1ER4uKjeTzfe8UBG5XNbuNAzvKN5unM8rB9L3vEB1XdCRp5z+72bVpLws+W8KCqUvDkshNGYor7r2IC4adT8MW9Yu8nrwvhbkfLGTr2u04Ih2cfclZvDPmE7at24mv/8WUoZiy7Q1qN6pFRkom29fvxO6wc3ybZtgjqvdnhDnvL+CFm14v/kUFj35xb7Frf4QQVUMoz+9jKhCpytKTM7iq6W24snJ9PtjGTRtN2qF0Pnh4KmmH0ostA9YoRlRcJFnp2ShUQX35QU0w25zfXvMCzVs3BfJOAV6x2We/ysL9H9xBr+sKHyq35a9tvDziHdYu2VAmbRo2A21qbnvxegbd3T9g+V++/Z1HBj5T7GtKKQYM780NTwxh8v0fM+/jn/HkWsniatRNYPD9A7l01IBqeQqvO9fN4Ia3+N5KnTd69+G/r2CU89lHQojwqLKn7wrf5n24yG8QYtgMvnzpOy68rTdTd73Fad1O8bmQVGtNVlq2Nd2iNYbNILF+Al0u6kDfG3oE9fCLOOJE3z5DexRkjS0PjU5oUCQI2fb3Du7s/FDBwXllwfSaaK15Y9QHLJ/lPzU9QOcL23P/B3cQGeMEZa0JUYY1ddP/1vMZ+vhgRp3zCHM/WFgQhACk7E/lrXs/4rW7S74zqTJbOW+N/3wuGvZu2c+G5f+WX6eEEBWmeo//ViNrl/n/lG96TTb8+g+maa1T+PuXjSFNuxiGwZiP72T7+l3MeX+B74J5n1Ybtjw8PdHrunOZ+epsdmzcXS7n2ez6dw8bf9/MSe0Pr494bNBzuLJcQd0fbGI7XwybwWdPz6DNua1wRjv9fmrvdd25tOtzOgunLiVlfypxNeM49/JO1G1ahylPfcX29Tt99mXmq3Pod1NPWpx+XIn7Whkl70sNazkhRNUmIyJVhFKKQAfo5o9kuLJcIZ1Wa3pNDu1OZtH0Xzih7fGc3r2V7y2pGpxRETw39DVu7/AAo855mG9fn8tjX9/HWf3ODNjHcFCGYt3Sw4HZV5O+Y+c/e0KspOTtm16TdUs3cFH8dVwUfx0vj3iH/dsPFCm34bd/efiipxnS6BbeGPUBM1+bw6HdSUTGWgcSznprnt+AyGY3mP1O8OcDVRW1GtUMqlztxpKiXohjgQQiVcQZPVr7XYNh2AxOO6cVhmEQFRdFXM3QzvJRhmL59ysBeHj6PX4/hW/7exc/fvIz//7xH2uXbGDymE+4q9NDXD9+MB/9+yrD/ze0bAMSTUGg9NeS9bwx+sMANxx1u6nDtsPHleVi1uR5DG/3ADs27iq4/tvsPxnZ9WF+m/1nQbCRlZbN1y9/z52dHiTlQCoHdvo/xdrrMdm75XA6fa016ckZZKZlhafzFaRtz9NIrF/D598RZSianNyIE9sdX679EkJUDAlEqojzr+lGXGKsz2kA02ty+b0XAdY0S/9beoWUaEubumCdQkLteJ6cNTbo+7WpyUzLYkzfCSTWr8Ggu/tz4fA+ZbbQUmvNmT1PY+/W/YztM6Hctw0fzfSYZKRk8tyN1i6QXJebp699GdNrFpmqMr1WcPHBw9OIjve/dddmN4ivHYfX62XGK7O5/oQ7GVTrBi6ucT0jzhrD4i9/LbP3VJZsdht3vnKT9c1Rf0Xytz/f8fKN1XKhrhCiKAlEqoio2CienPUgUXGRhRah2uzWr/Cmp66i4xFZRgffP5BGJzQIOphQhiqUk2LB1KUh7YIxvSapB9JYOHUpALf/byj9bz0fpRSGoTBs4XmoGDaDdr1Pp9kpjZnxymxy/aS1L3kbCpvdCOlBaHpN1v/yD1vWbmfJV8tJT8rw+fMzvSbzPlpIjyFnY9h9/368HpPug7vw1FWTeG3ke+zZsq/gtU0r/+Pxy1/g0ye/DP6NVSLdLu3EY1/eR/3j6ha63uTkhkyc/RBtz29TQT0TQpQ3WaxahZzS8QTe3/gys9/5iWUzfyM3x81JHVpy0e19OKFt4WHs2BoxTFo6gfcf+oy5HywIeLaLYTPoe9N5Bd/v2bwPm83AYwafDMywGaz8aQ19bzwPe4Sdu1+/hSvHXMKiz39l08r/mP/ZkqDqObF9CyJjnKxZ9HeR1447tQljP7kLgJ8//6VUi059Mb2aax+5jClPfYk2gzurKN9/q7exff3OgInUcnPcnH1JRxZMXUp2Rk6RkRPj/+3dd1gUVxcH4N/MLCxFqjRRVMQejEY0iBU0ImhU7F2x9/KRxNhFjSWW2GNLYkliS2yJLRILdmNF0VhAEKU3AZG6M98fKxtxd2d3EViE8z4PT2Tq3ZE4h3vPPZdj0dCjLtKTXuH8b1eU2/imTTvm7kXL7s0VU6k/JK38PoVHt2Z4+E8YXsanwaaaNeo0rUU9IYRUMBSIlHHJsanIepUN22rWkBpLYWVngYGzemLgrJ4azzWzqoQp34/G6OWDERMej12B+3H5yPVCs0YYRr4IHcex+NJrPowrGSPmaRxys3KRr0V10LcJgqD0QrWrbos+X3TFEy0DEYkBhza9WuDHmb+CZRmlIOCT9q6wsJHPSc/O1G6WjDoFJfbfxklY2DvbIfTSQ50SfgsYGhvCyNRIqwCpah0HrDq3AIv6fofoJ7HyOiWCAIEX0OJzN0zfOQkzfRarfA5vt/fYliBMKhjq+MCwLKuoGkwIqZgoECmjrh27iV0LfsPjG+EAAKmJFJ38PTFsQT+YVzbTcHZhxpWM4dK4JuYf+BKnf72AQ+uOI/xOBHjZf9U/crPzdJ958i4BaOhRT+UulyY14eBsVyj5UpWAH8djpf9GAKp7Ig6sOYZPPvsY7p2bwvnj6gi9+LBIU4Z9RrbHmd0XkZedpxi+kuXL4FjbAYnPk4u0BoyBkQGadnBF9QZV8dPs3WqPYxgG1RtWg0NNOzAMg+0P1+LO2VA8ufkUEkMJPvX9BNXqOgIAIkKjRHtkZPk8wu8+07mthBBSVlCOCOSl3x9dD8ONUyGIDnvPl3ExOPnTGczpugxPbj1VbMt5nYOjW4IwtdVspKeor5oqhmVZdBzSDuuvLoFddVv5C7iYRjYYloHU2BDewzzV3nvE4oGi1xgwsyciQp7Ju2nUYDkWh9cdBwB0m+CjcxDCsAyGzu+LgK3jsC96KyasHQ7vYZ74fGxHzN4zDTlZufKeFh2fC8Mw8JvoA1MLU9RoUE10xWVBEDBkXh/5mjQyGf45fgtn91xCeEgkcrNyC60/IzU21HhfY9OSWSOJEEJKQ4XvETm79xJ+nPUr4iP/qwPh2ro+Jq0fqZdCUukpGVg3cRsAKHXv8zIeMeHx2P3NAcWic0Vx89RdjT0TqrAcA172ZkjnreEdTiJfhn7+wa9QydJUcXxKXCoOrjmGUzvPIS0pA1YOlmjxuRtunb6H3OxccBIOvIwHyzLo80U3+C/qh4C280SDC17G4983FTfb9HKH14DWOLv3zZDPO8FD1ToOcKpXFUnRKeAkHD72bIieU7vAxlFex6KSpSn8JvkCAM7/fgWLB6xWfD5NOAkHQRDAMPJeiQ6D2mDk0kGK/V/vmoRv+q3GPyduy1eTZaD4rONW+aNdHw8kx6Zips83iLgXpbje2b2XsGP+PkzbPBY+w73QtrcHjm8LUjtMJAgCrclCCPmgVehA5MSPp/Hd6M1K2x9ceYxpredg3eXFcG5Uo1TbdPqXC8jPVZ+bwct4HP/xNEYuGwQDQ4Mi3ePfq4/BSTitVogtIDHkIMv772Uo8AIkBhzMK5uhbW8PdJ/sW2gJ+pjwOExrMxdpiemKwCI5OgWpcS9h61QZPaZ0QebLTJjbmKFdHw9Y2Vu+uY/mH8mCZeJZlsXXuyahoUddHFxzDLFP5bNKXBrXgHOjGji37xJi3iTd8ryARzfCkJn2GlM2jCq01HzY7QgsHrBG6yCkw6A2sLK3RMLzJEhNDNG2Vwu4d3ErlGRZMMvp0fUwBO+/jMy013CsXQXew9rByt4SPM9jdufFiPr3BQAU+ruQ8TKsGvU97KrboOfUzji5/Qx4XlAKTFmOhXUVK3gNbK1VuwkhpCyqsIFIVmY2vp+2XeU+XsYjNzsPW7/6GUtPzinVdj1/FANWworOuMjKyEZaYjpsqhat8mRBUqQuVAVHvCDA1NIUI5YMgHGlwqvgfjt0PdKT0lXW0Uh8kYx75x8g8OBXStfUNF+Ck7Dw6Or23/ccB79Jvug+0QcZKa/Aciyu/HkDy4dt+K/tb838ObHtNAyNDODRtTkuH/4HOa9z8PTuM7HRICVSEyny8/Lxz/FbyM7MQdDOYFStUwWD5vRCxyGF18Cp17w26jWvrXSNm0F3ER6iPreDZVnsXXYIy4PmYcmxWQjsuQKZaa/fTNdmIMuXwa66DZaenANjUyPtG08IIWVMhQ1ELh68JjrrgpfxuBEUgqTo5CK/8IvCxMxIPo1FA+NK2r98wkMicXTzKYSHPINxJSlcmjgXy5owfD6P5w+jMbfrt+jzVTc092kClmURce8ZHlx5LHre5SPXkfgiGbbVKiMrMxtn91zCyZ/O4N+r6s8D5I/Gb0pnpe0Mw8C8shl4nseOeftEzhdweN0JHF53QtErokvPEADc/vsu4qOSCj3D6LBYLB+2AQlRSRg0u5fGa1w5cl20V4qX8bh9+h5ysnLQxMsVe15swdk9l/Dw2hNwEhbNOjVBi8/dCvXsEELIh6jCBiIJUUmahycEIPFFSqkGIm37eGDf8iNq97MciyZeH4GVcLhw8Bpepb6Co4sDGrVtoLLq6i+LfsfO+fvASVjI8nkwDHDr73vgDDgIvPJ026IICb6PkOD7qFbPEYuPzsSj6+EazxEEAWG3I/Aq9RW+9l6k9QJnXv1boXYTZ7X7w+9EIuGZ8rovqugagADyoaPYyATlZNY33++YtxftB7RGlVr2otfJyc6FNhmxeTn5kBpLYWxqhM6jOqDzqA46t5kQQsqyChuIWNiYa/UStrQ1L4XW/Keumwua+36Cm6dClNvHyGf4VHFxQL8qo5H1Kluxy8HZDgHbxuGT9o0U287/fgU758t7BwqSHQs6W3gZL5/VIVO/Gi3LMuAF7ddliQ2Pw5ftAzF4bm+tjpfJeEz/bCHSxZaEf0d2Zrbo/tcZWVpfqygkUk5RCl8lAZjWZg5qfuSEdn1bwWtAK5VDJy6NayJoZ7DovSo7WhWaQaPK80fRCN5/Ba9SX6FqnSrwGtC6UMIwIYSUdRV2+m6bXu6K8uiqMCyDes1ra/zNtiTM3fc/+Uq2AFgJC4mBvPvd2NQInn1b4tiWoEJBCADEP0vETJ/FCH1rVdp9y48UKgf/NoEXIMuTwW+yL5p1aoIGLeqibR8P+Ixoj0ZtG6BRmwYYOLsXmni5al0mXpYvz/949TJT4zlGplIkRiXipYo8EnXkKxCLJ3NUre1QopU5szM0F1FLiX2J26dDsXrMZoxuFIC4SOUZSh2HtoOBVCK68Fv3ib5qP0tuTh6WDl6LEQ2m4eeFv+HIxpNYP+lH9HMcjePlcMVeQkj5VaF7RPrP6IFfFv2utK9g4a1RywapOLPkGVcyxqI/ZiDi3jNcOHANWa+yUeMjJ3zSwRX+dSarPEfgBQjg8ePMX7H6/CJkpr9WFENTh5PIf7tfcmyW2mMuHLyGO2dCtW47AwY3Tt7BZ0Pa4u9dwSqLcTEMA79Jvrh1OhQMGAhadrkIENDEy1X0GJuqleHepSn+OXG7WIadiqogGTjxRTLmdluGrSGrCgUVZlaVMH3HJCweuAYMyxRqK8MyaNSmAXoFfK72+mvGbsHZN+v6yBfXk2/Pzc7D6jGbYWFjhlZ+n5bAJyOEkOJVYXtEAGBoYF/4L+wPQyP5NNiCF4WVgyUWHp6u8aVX0pwb1cDQwL4Yu3IofIZ74fqJO6Jlx3leQOjFh0iIStT6JaypjHnLbs3wcbuGYNX0rLxLEAS8zsjC5A2j0LRjYwD/LcxX8F/Pfi3hv6g/8nLytJ69w7AMTM1N0HFoO43HTlgzHJUsTZUWlNPHGiZ8Po/I0Oe4rSKYa9e3Jb4LXohPO3+i6LmydaqMkUsGYenJOTCUqp6eHfs0HkE/B6stI88wDHbM26vzzChCCNGHCtsjAsj/wR40pxf8pvji2tGbSE95hSq17NHMu3GZnI2QGv9S49ReAEhNSIetkw2quNjLa2uoeR/J8mVo0KKO6LU4CYdvjs7E99O2I2hnsMYET07CoqZrdRiZSLHk+CzcORuKoJ+D5fVDqtnAZ4QXGrSoC4ZhUK+ZC26fvqcxaGJZBlJTKRYfmwVTc/GcCQCoUsseG68vw465e3Fu32V5mxng43YNEXrxYZGSVN8HJ+Fw+++7aNqhkdI+11b14XpkBmT5MuTl5kNqbKgxYLp46B+wzJv8HRUEQUBk6HPEPo2Ho4tDsXwGQggpKRU6EClgam6C9gPb6LsZGtlUtdbqJVrZ0QoMw6Dn1C7YOPUnlccwDAOJVIIXj2Nw+ch1uHdpqjb4MjY1whfbxmPkkoHYu+wwDqw+qvbesnwen4/tqLjHJ+0bFUqgfVvn0Z9h77eHNX6e9oPaYPS3g2HtYCV6XOKLZJz44TTuX34IzkCCZt6NMWLJQOTl5MHMqhLMK5sh6OdgLPffAJZllYZD7GvYFqnirEaM5hk6nITTOvjNysgCw7GAhpWRSzpxlxBCikOFHpr50LTt3QKGUvVrj7AcC7eOHytKmHcd7w3Pvi0V+94mCAJkefk4sOYY5vdYjsG1JuLR9TDR+1vaWmD08sFo1eNTpZzRgu/7ftkN9T+V97JkpL7C5SPXEfzbFcSEKy8iZ1/DtlBZdHVuBt1VrLirzrl9lzDEZSJ+XXwAt/6+h+snbmNzwE6MafwF0pIyFAsFdhzSDsuD5qGx50eKc63sLTB0fl9su7cKQwP7gmEY+fMqppEcWZ4MDdQsBlgU1eo5auwV4yQc7GvYFts9CSGkpDBCGR5ITk9Ph4WFBdLS0mBuXrrTaEtD1MNoxdBEQ4+6Kitwvuvw+hMqezlYjoWBoQRrLn1TqM4Gz/MI3n8FRzaeRMS9Z8jOzAHP80rDNSzHQmpiiK0hq+BQ0060DbJ8GQ6sPopD644jKToFAOBUvyr6Te8O72GeyM/Lx7bpv+DollPIy/lvqqubd2N8+eN4RV2Wp3ef4X9t5+J1uubf3Bce+RoeXZup3Bd2JwITm89QOcTDsgyMzYyxK2yD0qrFWZnZyMvJk+eTvFWDJeF5EoJ2BuPm33dx7/wDjW0Tw3IsrOwt8GvkpiIN9+VmyxfhM7U0Acdxim19HUfjddprlbXvOAkLz36tMOPnKe/VdkIIKSpd3t8UiOhBenIGlg5Zhxsn77yZkiqf9VLHrRbm7gvQOGX45E9nsH3uXqTEpiq21W3mgqmbRqOum4va887tu4TFA9ao3c9KWPhN9MX41f5afQ6e55ESm/rmZWsJhmEgCAIW9F6Jy0euKyVTchIWlR2tsenmcphZV8KIBlMRExYnusw9IH+Zj1o2GH2+6Kpy/4rhG3H61/NqE28ZlsHob4eoPV+dnKwc+NebipTY1CLNwGEYBsZmRlhxer7o34sqj2+GY/fig7jyx3XwvABTCxN0GdMR/Wf4wcyqEi4fuY4FvVcCQKG2sRwLawdLrL+6pFQL8RFCyNsoECnD8nLzMLnFLETci1J6uXESFha2FtgaslLjUIQsX4b7lx/h1ctMVKllD2fX6hrvHdhzOa78cUP0xW9ha47f43/U7sOocPf8A3zhOV/tfpZjMXBWTzT2/AhfdVig3UUZ4H+bx6Lz6M9U7u5lOwLpyRmil2ji5YoVp9W3S53nj6LxZftApMS+1PncVj0+xYQ1w2HnZKPTeTdOhWBu16Xg36l8y3IsHF3ssfbSYphXNsPd8w+wK3A/Qs7dBwAYGBngs0FtMGxhf1SuIp5PQwghJUmX9zclq5ayCweuIfxOpMp9snweqfEvcXRzEAbNEV+vhJNw+LhtQ53unZGaqbH3Ies9ExxP7TinKCevCi/jceKH0zAyNQLLsVr1NHAcC4/uzdXu1yaBN0+sGqoIp3pV0a5vKxxef1ztdNl3sRyLyo5WmLsvQHQ4Ji4yASd+OI3I+88hNTFEKz93NPdtgqWD1kIm45Xux8t4xITH46fZezBt8xh83LYhVp4JxMvENLxOz4KVgyUtgEcI+eBQIFLK/v7lvNqS6oB8iObUzrMaA5GiqF6/Ku5feqh+CIMBHGv/N93z+aNoPLn5FBJDCRp7fqSxlwYAkmNSNNYmSU1Ig4GhROs6F90m+sDKzkLt/vrudUSnAbMci4YapimLuXb0hvZBCMvA1FxekE4sCDm84QS+n7YdDMMoyu2f3XMJ1lUsRXt3eBmPoF3nMHblEMWKx5a2FrC0Vf98CCGkLKNApJSlJaRpfKmlaRhmKKouYzri6JYg0WO6juuEhKhELB++ESFn7yu2Sww4+I7qgHHf+asttAUA1o5Woj0igHz9nua+TbApYIfmNo/9DGNXDBU9psdkX9w8FaJ2Py/j4TOivcZ7qaNNbwrLsahSyx7tB7TG5+M6ik41vnbsJjZOkSccF1SVLQiiUuM0L/6Xm52HuMhErYbjCCGkrKPpu6Wsiou9UsXPtzEMo3HWijae/fsCmwN2YM7nS7F08FpcOvwPnBtVR6//vSkb/s7UVJZl4Nq6ATy6NcPUVnMQeuHfQvvz82Q4uiUIi/quEu3J8B7qKRqEsBwL35Ed4FSvKty7NBVdk2bArB6YtmmsxtkmTTo0UlTHVYkBLh+5LnoNMfWa1xatLMtJWHQc0hY7Hq3D0MC+Guud7P32sNrPrW0vkZGJVKvjCCGkrKMekVLmO7IDgvdfUbtfgIAuYzoW+fqCIGBX4H78suh3sBIWfL682//M7otwaVITS0/ORrW6jtj77SHERyYCkPd21HStjn7Tu+PPzaeQEvdS5TCHwAu4+udN3D3/AI3bfaS0H5BXL/Xo1gxXj95U6vlhJSysHazgN8UXADDj5ymY3WUJHlx5rMgXKehN6TahE/wX9gfP87h/6RGSY1Jg5WAJ19b1FdNYC1w6eA252XkiDwU4sOYY6rnXhkklY9Ru6qx0DXVS4lLlicUivViyfB5dx3fS6npZr7IQevGh5gPVYBgGTvUd4eD8/sEqIYSUBRSIlLKmn32Mtr1b4MKBa0q//bIcizpNa6GTv2eRr39q5znFQn78m56JgqAiIjQKC3qtwurzC8FJOKwZvwW8jIeM5/H07jPM6bpMNH8FkP/2H7QzWG0gwjAM5uwLwJYvduL4D6eR/9awRuN2H+HLnyYo8hkqWZriu/MLcePkHZzZcxHpyRmo4mwP31EdUKdpLVz58wY2TvkJ8c8SFdewqVYZ478bhra9PRTb/r32BJwBJ1rk62VCGqZ3WAgAsK5ihUGze6HreG/Rcuo8z2NW5yWIjYhXewwAjFg8UKsaMIB2wzwM86bMi4q/BkEQMGReH72sm0MIISWBApFSxjAMZv46FU71fseh9ccVxbwMjAzQaZgnxqwYAkMj9dVTxQiCgN1LDsqHXVS8xPh8HvcvPVQkShYcI8gERa6CpvwVWT6P5NgU0WMMpQaYvGEUhi3oh5Bz95GXm4+6brVQra6j0rEcx8G9ixvcu7gV2n716E3M91uu9EGSXiRjUd/vMH61Pz4f5w1DqYHOhcJSYlOxftIPSI1/iWEL+qk97vrJO2pnOAEAGKD+p3UwYGYPre9tZlUJNlWtFYXgVBEgn63z/GG04rMJPA8wDMYsHwLPfq20vh8hhJR1VEdEj3KycvDkVgR4GQ+XxjVgamH6XteLjYjHUJdJoscUFBVLik4pUpEueT5EO3zx44SiNlMjnucxrM5kxEcmqKwcWsDUwgTdJnRC/RZ1Mb/7tzrfh2EY/Px0o9pS6KvHbMZfO86JTg9mWQbHs/foFAztW34EP876VXXQx8gDuW2h3yEtMQPn9l5CZtprVK1TBd7+nlQfhBDyQaA6Ih8IqbEUrq3qF9v18rXo9hcAJEQlFfkesnwe3v5eRT7/ba8zsvD3z+dx7+K/YBj50E37QW3wNOSZVovPZaa9xt5vD6NRmwao3qAqXjyJVQxHaYNhGZzacQ5D5vdRuT/7dY7G5FGeF5CXm69TINJzWmfcPnMPt4JClIdgBPmsmOH1psLOyQayfBkkUgmMTKXITHtNgQghpNyhWTPliH1NO5iYG4seo8uL+l0My6B1T3e4tn7/4Onu+QcYWH0c1k/+Aed/u4Lg/VewZvxWDKoxHiHB9zVf4A2BF3D3/AN0GNRGUcGUEZnh8jaGAeKeqQ94ajR00hiI2FSzhtRYt6E0A0MDfPPnDExcNxJO9ZSHqwB5Xk9cZAISXyQjNjweR7ecwpiPAxD8m/pEZ0II+RBRIFKOGEoN8PmYjoUWcHsbyzKwsDWHuY2Zyv1iDIwM0HNKZ8zaPfW9EyUTohIxq/MSeRVXQf7S5WXyhfgyX77G7sUHdLoeAwbBv13BD6Hf4cufJqB5pyZo2LKuFgEJA4vK6p+Fzwgv0Wm7DMug+0TfIj0PiYEE3Sf6YMXpQK0CJ1k+D1k+j6WD1mpMniWEkA8JBSLlzOD5fVDPvbb85fbW+42TsDAwMkTgwa/QbXwn0Rfs2xgGqFbXEdsfrsWYlUNhYChSr0NLf3z/F/Jy8lROieV5HrlZuTC1NFGqdaKOIAiICYuD1FiKTv5eWHxsFtZeXAzPvi1Fa7bI8mVoP6iN2v3WDlaYumkMACjV/WBYBh+1rIeeUztr10g1gnYFa/sxAcg/69HN4kXpCCHkQ0KBSDljbGqEFX/Pw5jlQ+BYywEMK18B1md4e2y+tRyureqj39d+qNvMRavfxAUBiAmPw+CaE9DD2h+bA3YgNUFz9U8xFw/9I5ooKwjy2SUAtA5GCsqdv23QnF4wMJCo7CFiWAZte7dA7SbOotf1HdkBS0/OKTQcZWVvgaHz+2LZX3OKPMOpQFxEAhiRom7v4mU8bp+59173JISQsoSSVcshqbEUvQO6ondAVwiCoDR0YGQixYozgfh91Z84svEEXiaki16vIGh4nZ6FQ+tP4PyBq1h3eXGRl5nPzc7VeIyBoQSBB77Cxqk/IfF5suixDMugxkfVkBybWiiZs0ZDJyz/ex6WDl6HuIgEsCwD/s3z6OTvhckbR2nV3mbejdHMuzFeZ2QhLycPZtaV1A5/6crMuhJEpwapQDVECCHlCU3freB4nkdmWiaObzuNQ+uOIzkmFYD85S4Igsp6JKyEhUfXZgg88FWR7hnYawWu/HlDbeIsJ2Hh2b8VZuyaAplMhttnQrHCfyNS41+qr3PCACzLovtEH4xdObTQLBae53HnTCgiQ+Wr3Lp3aVrkIKq4Pb37DGObfKn18SzHou9X3TFyycASbBUhhLwfXd7fFIgQBZlMhpiwODz8JwzLh20QPZZhGeyO2gwbR2ud73Pr9D183XGh6DFrLy9GwxZ1Fd8nxaQgsMcKPLoepigHr7JdDOA3uTMmrBmuc7v0ZVG/73DhwFXNK/wygETCYcfj9WprnxBCSFmgy/ubckSIAsdxcKpXFZlprzV2/wu8gMPrTmg1zPKuT9q7ondAVwAolDRb8OfBc3sXCkIAwMbRGuuvLsHaS9/Awlb9D7UgAEc2nkRSjHj117Lk652T0HFIOzAMA4ZlVObusBwLiYTD3P1fUBBCCClXqEeEKDnx42l8N3qzVseaWVfCgkPT0ahNA53uIQgCzv92Bb+t+hOProcBABq2rIc+X3RF6x7uas+LfRqPobXFq8cyLIMJq4fDb7KvTm0SE3n/OZ6GRMJAaoAm7V3/S6YtRglRibh85AayM7NhZCpFRGgUQi88BMOxaN6pCbqO94aji0Ox35cQQoobVVYl76W57yeiwx9vy3yZiZm+i7E1ZKVOL0mGYdCub0u069tSUUJdm+qk6SmvNB7DciwyUjUfp43osFis8N+I+5cfKbYZSCXoNsEHo5YNgsSg+P4XsqtuW6zBEyGEfAhoaIYosXG0Rid/T62m98pLnOfh0Lrjb77nkZ6cgaxXWVrfj5NwWpdIt69ho7FdsjxZsfQcJL5IxtSWs/HvtSeFtufl5OPgmmMa82gIIYRoRoEIUWnShlFo3eNTrY7l83mc238Zu5ccxACnsehlOwLdzIcioN08XD95u1jbZWlrgZbdmysVGHubibkxWvfUru1i9q84goyXmSp7hgRBwNm9l/D4Zvh734cQQioyCkSISoZSA8z77UtsvL4M1lostJaelIEd8/YiJfalYtv9y48wq/MSHN1SvJVAxywfAlNzE5XVTsEAU78fDamx9L3uIQgC/tpxVnRtHk7CIWhX8HvdhxBCKjoKRIioum4uaNmtGTiRUulg5EXP3p1+WtCTsH7SD0iKFi9KpgtHFwds+GcpWnzuVmiYplaj6vjmjxloP1B92XZt5eXkISsjW/QYnueREvfyve9FCCEVGSWrEo26jO0o3quhxbyrkz+dxeC5vYutTY4uDlhwaDpSE9KQEJWESpYmqFq7SrFd30BqAFMLE2SmvVZ7DMsyhSq5EkII0R31iFQwWZnZOL7tb8zw+QZTW83GmrFb8OTWU9FzajdxxqA5vQBAKVFUm3LjgiDg2YPnRW+0CCs7C9Rr5lKsQQgg/1w+w71Ec1Fk+Ty8/T2L9b6EEFLRUB2RCiQmPA5fdViAhKgkMIy8hDsnYSHL5zFwVk/4L+ovGlic2XMR+749jKd3nwEAbJ0qw2+yL36Y8avGqqAMw8DSzhyd/L3QY2pnWDuUXk9CUnQyHlx5DIZh4Nq6PqzsLbU6Lzk2FePdpiMtKV0pV4RhgM+GtMP0HeI1TQghpCKiEu9EiUwmw6iP/oeY8Hi19UFm/DwFHQaJ51cIgoCMlFeQ5ctgYWsOlmWxoNcKXBZZO+ZtLMfCwsYMay5+U+LFudJTMrB23FZcOHhNESixEhbtB7TG5A2jYGKmvGLvu2Ij4vHd6M24cyZUsU1qIkWPyb7wX9Rf62nHhBBSkVAgQpRcO3YTc7ouU7ufYRnUaFgNW0NW6by668N/nmBqqzngeV6rfBGWY1G3mQvWX1mi0310kf06B1M8ZuHZgxdKgRfLsajvXgerzgZqXZDsxZNYPA2JhKGRIT5u11CrIIYQQioqWmuGKLlxKgScgfrf3gVeQGToc6QnZ+h87fqf1sHc/QGQGhuCYRjRvApAPpvm4bUnCLsTofO9tBW08xwiQqNU9v7wMh4PLj/ChQPXtL5etTpV0La3B1p87kZBCCGEFCMKRCoIbcq1A1CUW9dV6x7u2Be9FRPXjcAnHRppdc7jG+JJsu/jxE9nINavw7IM/tp+psTuTwghRDsUiFQQDVrUhSxPPMiwdaoMSzuLIt/D1MIU3Sf6oO+X3bQ63sCw5GaPJ0enQGzQkecFJD4vvtomhBBCioYCkQqibe8WMK9spnadFoYBekzpApZ9/x+JBh51YWQqXtmU5Vh88pl2PSdFUdnRCmKpLizLwKaadYndnxBCiHYoEKkgDI0MseDwdBgaGYJ9q0oq+yYw8ejeHD2ndi6WexmbGqHHlM5qk15ZjkXTzz7GraC7uPLnDeRm5xbLfd/mM6KDaN4szwvoNLx9sd+XEEKIbkosEImMjMTIkSPh7OwMY2NjuLi4YP78+cjNLf6XDtGOa6v62HZ3FbpP8IG1gyVMzIxRr3ltfL1rMub99kWxTkUdtqAfPPu3AgBFefiCJFYDQwlu/HUHK4ZvxLzu36JvldE4uPYYinMCl7e/J2p+5KQycZblWDRoUQdterkX2/0IIYQUTYlN3z158iT27duHAQMGoHbt2ggNDcXo0aMxZMgQrFy5Uqtr0PTdD5sgCHhw5TH+2n4WCVGJYFgGt4LugRdUT/Md/e1g9P2qe7HdPz05A6vHbsalQ9cVQQ7LsfDq3wpTvh9Ns18IIaSElNk6IitWrMCmTZvw9Kl2syUoEClfpraajYfXnoBXU4XVwMgAv8Vug6mFabHeNyEqEf9efQK8qaxK68MQQkjJ0uX9XaqL3qWlpcHaWn2CYE5ODnJychTfp6enl0azSCmIjYjHgyuPRY/Jy8nDhQPX4DOieHM37Krbwq66bbFekxBCSPEotWTV8PBwrF+/HuPGjVN7zNKlS2FhYaH4cnJyKq3mkRKWGp+m8RiOY5ES97LkG0MIIaTM0DkQCQwMBMMwol83btwodE5MTAx8fHzQp08fjBo1Su21Z86cibS0NMXX8+cls2IrKX02jpqHQ2QyHjZVaUotIYRUJDrniCQlJSEpKUn0mJo1a8LIyAiAPAjx8vKCu7s7duzYoVOdCsoRKV8CPOfh/qVHaqu8So0NsT/uB0oiJYSQD1yJ5ojY2NjAxsZGq2Ojo6Ph5eUFNzc3bN++vViKZZEP19gVQ/G/tnMBQVCZsDpq2WAKQgghpIIpscggJiYGnp6ecHJywsqVK5GYmIi4uDjExcWV1C1JGVeveW2sPLsANV2rF9puaWeBgG3j4DfZV08tI4QQoi8lNmvm1KlTCAsLQ1hYGKpVq1ZoXynOGCZlTMMWdbH59gqE34lE7NN4mFlXQqM2DYq1mBohhJAPR6nWEdEV5YgQQgghHx5d3t+UtEEIIYQQvaFAhBBCCCF6Q4EIIYQQQvSGAhFCCCGE6A0FIoQQQgjRGwpECCGEEKI3FIgQQgghRG8oECGEEEKI3lAgQgghhBC9KbES78WhoOhrenq6nltCCCGEEG0VvLe1Kd5epgORjIwMAICTk5OeW0IIIYQQXWVkZMDCwkL0mDK91gzP84iJiYGZmRkYhtFbO9LT0+Hk5ITnz5/TmjeljJ69/tCz1w967vpDz774CIKAjIwMODo6gmXFs0DKdI8Iy7JKK/fqk7m5Of1w6gk9e/2hZ68f9Nz1h5598dDUE1KAklUJIYQQojcUiBBCCCFEbygQ0YJUKsX8+fMhlUr13ZQKh569/tCz1w967vpDz14/ynSyKiGEEELKN+oRIYQQQojeUCBCCCGEEL2hQIQQQgghekOBCCGEEEL0hgIRHURGRmLkyJFwdnaGsbExXFxcMH/+fOTm5uq7aRXC4sWL0bJlS5iYmMDS0lLfzSnXvv/+ezg7O8PIyAhubm64cOGCvptU7p0/fx5du3aFo6MjGIbB4cOH9d2kCmPp0qVo3rw5zMzMYGdnBz8/Pzx69EjfzaowKBDRwcOHD8HzPLZs2YL79+9j9erV2Lx5M2bNmqXvplUIubm56NOnD8aPH6/vppRr+/btw7Rp0zB79mzcvn0bbdq0ga+vL6KiovTdtHItMzMTjRs3xoYNG/TdlAonODgYEydOxNWrVxEUFIT8/Hx4e3sjMzNT302rEGj67ntasWIFNm3ahKdPn+q7KRXGjh07MG3aNLx8+VLfTSmX3N3d0bRpU2zatEmxrUGDBvDz88PSpUv12LKKg2EYHDp0CH5+fvpuSoWUmJgIOzs7BAcHo23btvpuTrlHPSLvKS0tDdbW1vpuBiHFIjc3Fzdv3oS3t3eh7d7e3rh8+bKeWkVI6UpLSwMA+re9lFAg8h7Cw8Oxfv16jBs3Tt9NIaRYJCUlQSaTwd7evtB2e3t7xMXF6alVhJQeQRAQEBCA1q1bw9XVVd/NqRAoEAEQGBgIhmFEv27cuFHonJiYGPj4+KBPnz4YNWqUnlr+4SvKsyclj2GYQt8LgqC0jZDyaNKkSbh79y727Nmj76ZUGBJ9N6AsmDRpEvr37y96TM2aNRV/jomJgZeXFzw8PLB169YSbl35puuzJyXLxsYGHMcp9X4kJCQo9ZIQUt5MnjwZf/zxB86fP49q1arpuzkVBgUikP/ja2Njo9Wx0dHR8PLygpubG7Zv3w6WpU6l96HLsyclz9DQEG5ubggKCkKPHj0U24OCgtC9e3c9toyQkiMIAiZPnoxDhw7h3LlzcHZ21neTKhQKRHQQExMDT09PVK9eHStXrkRiYqJin4ODgx5bVjFERUUhJSUFUVFRkMlkuHPnDgCgdu3aqFSpkn4bV44EBARgyJAhaNasmaLXLyoqinKhStirV68QFham+D4iIgJ37tyBtbU1qlevrseWlX8TJ07E7t27ceTIEZiZmSl6BC0sLGBsbKzn1lUAAtHa9u3bBQAqv0jJGzZsmMpnf/bsWX03rdzZuHGjUKNGDcHQ0FBo2rSpEBwcrO8mlXtnz55V+fM9bNgwfTet3FP37/r27dv13bQKgeqIEEIIIURvKMGBEEIIIXpDgQghhBBC9IYCEUIIIYToDQUihBBCCNEbCkQIIYQQojcUiBBCCCFEbygQIYQQQojeUCBCCCGEEL2hQIQQQgghekOBCCGEEEL0hgIRQgghhOgNBSKEEEII0Zv/A/C+Iz3i7LkYAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3116.1706763322227\n"
     ]
    }
   ],
   "source": [
    "# kmeans训练,且可视化 聚类=2\n",
    "y_pre = KMeans(n_clusters=2, random_state=9).fit_predict(X)\n",
    "\n",
    "# 可视化展示\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "# 用ch_scole查看最后效果\n",
    "print( calinski_harabasz_score(X, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "is_executing": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=4.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2931.625030199556\n"
     ]
    }
   ],
   "source": [
    "# kmeans训练,且可视化 聚类=3\n",
    "y_pre = KMeans(n_clusters=3, random_state=9).fit_predict(X)\n",
    "\n",
    "# 可视化展示\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "# 用ch_scole查看最后效果\n",
    "print( calinski_harabasz_score(X, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "is_executing": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "C:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1382: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=4.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5924.050613480169\n"
     ]
    }
   ],
   "source": [
    "# kmeans训练,且可视化 聚类=4\n",
    "y_pre = KMeans(n_clusters=4, random_state=9).fit_predict(X)\n",
    "\n",
    "# 可视化展示\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pre)\n",
    "plt.show()\n",
    "\n",
    "# 用ch_scole查看最后效果\n",
    "print( calinski_harabasz_score(X, y_pre))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
